This is an exploratory data analysis report for the dataset KID2016. The goal of this analysis is to select useful variables and have a glance at the data we are going to use and ensure we are using the right source for future analysis.
we can have a look at part of the cleaned dataset for use:
| RECNUM | I10.DX1 | I10.DX2 | I10.DX3 | I10.DX4 | I10.DX5 | I10.DX6 | I10.DX7 | I10.DX8 | I10.DX9 | I10.DX10 | I10.DX11 | I10.DX12 | I10.DX13 | I10.DX14 | I10.DX15 | I10.DX16 | I10.DX17 | I10.DX18 | I10.DX19 | I10.DX20 | I10.DX21 | I10.DX22 | I10.DX23 | I10.DX24 | I10.DX25 | I10.DX26 | I10.DX27 | I10.DX28 | I10.DX29 | I10.DX30 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 16 | 10055644 | J189 | F840 | G43A0 | |||||||||||||||||||||||||||
| 160 | 10708406 | H6523 | F840 | R0902 | J45901 | J343 | J353 | R5082 | E860 | F809 | H5000 | R620 | |||||||||||||||||||
| 312 | 10078088 | G40909 | F840 | F88 | |||||||||||||||||||||||||||
| 326 | 10112080 | R569 | F840 | ||||||||||||||||||||||||||||
| 382 | 10238643 | R404 | F840 | F909 | |||||||||||||||||||||||||||
| 392 | 10259551 | R591 | F840 | R509 | F42 | F913 | F909 | N319 | Z91030 | Z91040 |
There were 28825 patients who was once diagnosed as autistic disorder. The coding for autistic disorder in ICD-10-CM is ‘F840’ in our dataset. This code will help us identify all of the target patients. (Note: ‘F840’- Autistic disorder in ICD-10_CM corresponds to ‘MBD014’- Neurodevelopmental disorders in Clinical Classification category.)
## Warning: Factor `FEMALE` contains implicit NA, consider using
## `forcats::fct_explicit_na`
| FEMALE | n |
|---|---|
| 0 | 21900 |
| 1 | 6920 |
| NA | 5 |
| AGE | count |
|---|---|
| 1 | 100 |
| 2 | 782 |
| 3 | 922 |
| 4 | 1118 |
| 5 | 1269 |
| 6 | 1320 |
| 7 | 1875 |
| 8 | 1287 |
| 9 | 1378 |
| 10 | 1435 |
| 11 | 1592 |
| 12 | 2181 |
| 13 | 1780 |
| 14 | 1894 |
| 15 | 1976 |
| 16 | 2151 |
| 17 | 1655 |
| 18 | 1555 |
| 19 | 1433 |
| 20 | 1122 |
## Don't know how to automatically pick scale for object of type labelled/integer. Defaulting to continuous.
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## Don't know how to automatically pick scale for object of type labelled/integer. Defaulting to continuous.
The distribution of AGE seems balanced across the gender group. However, for different ethnic groups, AGE distributes differently. We then check the missing values of the demographic data. Of the 28825 patients with autism, 0 were missing for AGE; 5 were missing for SEX; 2374 were missing for RACE.
Number of inpatients in each age group:
kid_all %>%
mutate(AGE = ifelse(AGE >=1 & AGE <=4, "1~4",
ifelse(AGE >= 5 & AGE <=9, "5~9",
ifelse(AGE >= 10 & AGE <=14, "10~14",
"15~20")))) %>%
group_by(AGE) %>%
summarise(count = n()) %>%
kable()
| AGE | count |
|---|---|
| 1~4 | 278815 |
| 10~14 | 234478 |
| 15~20 | 2404144 |
| 5~9 | 199976 |
Firstly, import the data that has been processed in SAS:
#cb_1 = read.sas7bdat('./data/output_dflt_lzc.sas7bdat')
cb_2 = read.sas7bdat('./data/output_horz_lzc.sas7bdat') %>% filter(KEY %in% au_kid$RECNUM)
#cb_3 = read.sas7bdat('./data/output_vert_lzc.sas7bdat')
Note:
FOR cb_2*:
0 - The CCSR was not triggered by any ICD-10-CM diagnosis code on the input code
1 - The CCSR was triggered only by the principal diagnosis
2 - The CCSR was triggered by both the principal and any secondary ~
3 - ~ only by secondary
For analysis part, we firstly look at the most general level. There are 21 different categories of clinical classification. In the first plot, each column corresponds to a kind of general comorbidity condition (e.g. BLD - “Diseases of the Blood and Blood Forming Organs and Certain Disorders Involving the Immune Mechanism” in ICD-10-CM). The height of the column means the proportion of the patients that have this comorbidity. We also have the absolute number data for this part, but here I do not show them since they have a similar trend like the proportion.
The second plot is similar to the first one. However, here we are looking at more specific categories of clinical classification(i.e. the sub-categories). To be more clear, for example, we looked at BLD category in the first plot, but here we are looking at BLD001, BLD002 … in the second plot. Therefore, the second plot shows more detailed information about clinical classification categories. For the second plot, we have 444 sub-categories in total, but here I just show the top 30 categories with the highest proportion.
It may be struggled to match the short name of clinical classification categories to its full name or ICD-10-CM code. For convience, I have put a reference table for such information at the bottom of this page.
| Clinical Classification Category | CCSR_description |
|---|---|
| NVS009 | Epilepsy; convulsions |
| FAC025 | Other specified status |
| FAC021 | Personal/family history of disease |
| SYM016 | Other general signs and symptoms |
| MBD005 | Anxiety and fear-related disorders |
| MBD008 | Disruptive, impulse-control and conduct disorders |
| RSP009 | Asthma |
| END011 | Fluid and electrolyte disorders |
| DIG025 | Other specified and unspecified gastrointestinal disorders |
| MBD002 | Depressive disorders |
| MBD004 | Other specified and unspecified mood disorders |
| DIG004 | Esophageal disorders |
| MBD003 | Bipolar and related disorders |
| NVS016 | Sleep wake disorders |
| INF003 | Bacterial infections |
| END009 | Obesity |
| SYM010 | Nervous system signs and symptoms |
| FAC019 | Socioeconomic/psychosocial factors |
| INF008 | Viral infection |
| MBD007 | Trauma- and stressor-related disorders |
| MBD012 | Suicidal ideation/attempt/intentional self-harm |
| MBD001 | Schizophrenia spectrum and other psychotic disorders |
| INJ031 | Allergic reactions |
| RSP002 | Pneumonia (except that caused by tuberculosis) |
| MAL009 | Chromosomal abnormalities |
| END016 | Other specified and unspecified nutritional and metabolic disorders |
| NVS007 | Cerebral palsy |
| NVS020 | Other specified nervous system disorders |
| SYM012 | Circulatory signs and symptoms |
| SYM013 | Respiratory signs and symptoms |
We dropped 28 ASD subjects aged less than 1 year old. Therefore, currently we have 1459516 target patients for analysis.
Under this scenario, the inpatient population is set be:
The formula for calculating prevalence of a comorbidity category is :
\[ Prevalence = \frac{\text{# of ASD patients with a specific comorbidity category}}{\text{# of inpatients aged 1 ~ 20}} \]
The following two plots show the prevalence for each comorbidity category(%). (i.e. The categories are currently the most general level)
The following two plots show the prevalence for each specific comorbidity category(per 100,000 inpatients) (i.e. The categories are in the sub-levels)
Age for every target patient has been restricted to be 1 ~ 20 years old. Age categories has been defined as: 1~4, 5~9, 10~14, 15~20. The age-specific prevalence is calculated by the formula:
\[ Prevalence_{general} = \frac{\text{# of ASD patients with a comorbidity category}}{\text{# of inpatients in that age group}} \\ Prevalence_{specific} = \frac{\text{# of ASD patients with a specific comorbidity category}}{\text{# of inpatients in that age group}} \]
The following plot and table shows age-specific prevalence for each general category:
| DXCCSR_cat | X1.4 | X10.14 | X15.20 | X5.9 | ccsr_name |
|---|---|---|---|---|---|
| BLD | 0.1197927 | 0.3347862 | 0.0436330 | 0.3670440 | Diseases of the Blood and Blood Forming Organs and Certain Disorders Involving the Immune Mechanism |
| CIR | 0.0702975 | 0.3023738 | 0.0447976 | 0.2805337 | Diseases of the Circulatory System |
| DIG | 0.3066550 | 0.9710932 | 0.1044863 | 1.1061327 | Diseases of the Digestive System |
| EAR | 0.0803400 | 0.1121640 | 0.0098164 | 0.1520182 | Diseases of the Ear and Mastoid Process |
| END | 0.3141868 | 0.9681079 | 0.1261988 | 0.9451134 | Endocrine, Nutritional and Metabolic Diseases |
| EXT | 0.0272582 | 0.0754868 | 0.0145998 | 0.0800096 | External Causes of Morbidity |
| EYE | 0.0419633 | 0.1309291 | 0.0127696 | 0.1465176 | Diseases of the Eye and Adnexa |
| FAC | 0.3575848 | 1.6278713 | 0.1781507 | 1.4886786 | Factors Influencing Health Status and Contact with Health Services |
| GEN | 0.0588204 | 0.3373451 | 0.0398895 | 0.2980358 | Diseases of the Genitourinary System |
| INF | 0.2510625 | 0.3706105 | 0.0388080 | 0.5750690 | Certain Infectious and Parasitic Diseases |
| INJ | 0.1811237 | 0.5497317 | 0.0656783 | 0.5900708 | Injury, Poisoning and Certain Other Consequences of External Causes |
| MAL | 0.1818410 | 0.5463199 | 0.0457127 | 0.6405769 | Congenital Malformations, Deformations and Chromosomal Abnormalities |
| MBD | 0.0552338 | 1.9174507 | 0.2578049 | 0.8466016 | Mental, Behavioral and Neurodevelopmental Disorders |
| MUS | 0.0455499 | 0.2985355 | 0.0349813 | 0.2060247 | Diseases of the Musculoskeletal System and Connective Tissue |
| NEO | 0.0437566 | 0.1428705 | 0.0139343 | 0.1680202 | Neoplasms |
| NVS | 0.3848430 | 1.3536451 | 0.1477865 | 1.3996680 | Diseases of the Nervous System |
| PNL | 0.0139878 | 0.0238828 | 0.0030364 | 0.0365044 | Certain Conditions Originating in the Perinatal Period |
| PRG | NA | NA | 0.0024541 | NA | Pregnancy, Childbirth and the Puerperium |
| RSP | 0.4210677 | 0.8896357 | 0.0838136 | 1.1801416 | Diseases of the Respiratory System |
| SKN | 0.1230206 | 0.2652701 | 0.0327351 | 0.3110373 | Diseases of the Skin and Subcutaneous Tissue |
| SYM | 0.5003318 | 1.3809398 | 0.1379701 | 1.5921911 | Symptoms, Signs and Abnormal Clinical and Laboratory Findings, Not Elsewhere Classified |
The following plot and table shows age-specific prevalence for each specific category:
As we see, for a more specific category, it might just occur in some specific age groups rather than distribute among all age groups. The whole results can be checked from the table below, while the plot only shows top 30 categories with the highest age-specific prevalence.
| DXCCSR | CCSR_description | 1~4 | 10~14 | 15~20 | 5~9 |
|---|---|---|---|---|---|
| BLD001 | Nutritional anemia | 0.0211610 | 0.0375302 | 0.0058649 | 0.0370044 |
| BLD002 | Hemolytic anemia | 0.0046626 | 0.0127944 | 0.0010815 | 0.0180022 |
| BLD003 | Aplastic anemia | 0.0276169 | 0.1061933 | 0.0126448 | 0.0910109 |
| BLD004 | Acute posthemorrhagic anemia | 0.0025106 | 0.0187651 | 0.0039515 | 0.0145017 |
| BLD005 | Sickle cell trait/anemia | 0.0111185 | 0.0119414 | 0.0017054 | 0.0350042 |
| BLD006 | Coagulation and hemorrhagic disorders | 0.0218783 | 0.0874282 | 0.0113138 | 0.1000120 |
| BLD007 | Diseases of white blood cells | 0.0362247 | 0.0707956 | 0.0086517 | 0.1015122 |
| BLD008 | Immunity disorders | 0.0136291 | 0.0592806 | 0.0041179 | 0.0480058 |
| BLD009 | Postprocedural or postoperative complications of the spleen | NA | NA | 0.0000416 | NA |
| BLD010 | Other specified and unspecified hematologic conditions | 0.0007173 | 0.0046913 | 0.0009151 | 0.0040005 |
| CIR001 | Chronic rheumatic heart disease | 0.0007173 | 0.0038383 | 0.0002912 | 0.0050006 |
| CIR002 | Acute rheumatic heart disease | 0.0003587 | 0.0012794 | 0.0001664 | NA |
| CIR003 | Nonrheumatic and unspecified valve disorders | 0.0039453 | 0.0174856 | 0.0020381 | 0.0210025 |
| CIR004 | Endocarditis and endocardial disease | 0.0010760 | 0.0017059 | 0.0002496 | 0.0035004 |
| CIR005 | Myocarditis and cardiomyopathy | 0.0028693 | 0.0140738 | 0.0025373 | 0.0110013 |
| CIR006 | Pericarditis and pericardial disease | 0.0025106 | 0.0132209 | 0.0014558 | 0.0045005 |
| CIR007 | Essential hypertension | 0.0125531 | 0.0759133 | 0.0147662 | 0.0595071 |
| CIR008 | Hypertension with complications and secondary hypertension | 0.0071732 | 0.0332654 | 0.0025789 | 0.0235028 |
| CIR009 | Acute myocardial infarction | 0.0003587 | 0.0004265 | 0.0001248 | 0.0010001 |
| CIR010 | Complications of acute myocardial infarction | NA | 0.0004265 | NA | NA |
| CIR011 | Coronary atherosclerosis and other heart disease | 0.0007173 | 0.0004265 | 0.0003744 | 0.0020002 |
| CIR012 | Nonspecific chest pain | 0.0003587 | 0.0063972 | 0.0010815 | 0.0040005 |
| CIR013 | Acute pulmonary embolism | NA | 0.0012794 | 0.0003328 | 0.0005001 |
| CIR014 | Pulmonary heart disease | 0.0082492 | 0.0102355 | 0.0007903 | 0.0160019 |
| CIR015 | Other and ill-defined heart disease | 0.0021520 | 0.0072501 | 0.0009983 | 0.0110013 |
| CIR016 | Conduction disorders | 0.0064559 | 0.0311330 | 0.0035772 | 0.0290035 |
| CIR017 | Cardiac dysrhythmias | 0.0035866 | 0.0213240 | 0.0055737 | 0.0205025 |
| CIR018 | Cardiac arrest and ventricular fibrillation | 0.0014346 | 0.0051178 | 0.0011231 | 0.0065008 |
| CIR019 | Heart failure | 0.0035866 | 0.0110885 | 0.0012063 | 0.0095011 |
| CIR020 | Cerebral infarction | NA | 0.0051178 | 0.0009151 | 0.0020002 |
| CIR021 | Acute hemorrhagic cerebrovascular disease | 0.0021520 | 0.0029854 | 0.0007071 | 0.0065008 |
| CIR022 | Sequela of hemorrhagic cerebrovascular disease | NA | 0.0012794 | 0.0001248 | 0.0015002 |
| CIR023 | Occlusion or stenosis of precerebral or cerebral arteries without infarction | 0.0003587 | 0.0008530 | 0.0001664 | 0.0015002 |
| CIR024 | Other and ill-defined cerebrovascular disease | 0.0010760 | 0.0038383 | 0.0005823 | 0.0055007 |
| CIR025 | Sequela of cerebral infarction and other cerebrovascular disease | 0.0017933 | 0.0068237 | 0.0009567 | 0.0050006 |
| CIR026 | Peripheral and visceral vascular disease | 0.0003587 | 0.0076766 | 0.0013726 | 0.0070008 |
| CIR027 | Arterial dissections | NA | NA | 0.0000416 | NA |
| CIR028 | Gangrene | 0.0010760 | 0.0042648 | 0.0003328 | 0.0040005 |
| CIR029 | Aortic; peripheral; and visceral artery aneurysms | NA | 0.0012794 | 0.0001664 | 0.0010001 |
| CIR030 | Aortic and peripheral arterial embolism or thrombosis | 0.0003587 | 0.0004265 | 0.0000832 | NA |
| CIR031 | Hypotension | 0.0053799 | 0.0490451 | 0.0074039 | 0.0405049 |
| CIR032 | Other specified and unspecified circulatory disease | 0.0010760 | 0.0051178 | 0.0002080 | 0.0025003 |
| CIR033 | Acute phlebitis; thrombophlebitis and thromboembolism | 0.0021520 | 0.0106620 | 0.0017470 | 0.0125015 |
| CIR034 | Chronic phlebitis; thrombophlebitis and thromboembolism | 0.0003587 | 0.0004265 | 0.0001248 | 0.0015002 |
| CIR036 | Postthrombotic syndrome and venous insufficiency/hypertension | 0.0007173 | 0.0012794 | 0.0001248 | 0.0045005 |
| CIR037 | Vasculitis | 0.0082492 | 0.0042648 | 0.0006655 | 0.0220026 |
| CIR038 | Postprocedural or postoperative circulatory system complication | 0.0017933 | 0.0034118 | 0.0004575 | 0.0025003 |
| CIR039 | Other specified diseases of veins and lymphatics | 0.0035866 | 0.0110885 | 0.0010815 | 0.0185022 |
| DIG001 | Intestinal infection | 0.0491365 | 0.0635454 | 0.0056153 | 0.1115134 |
| DIG002 | Disorders of teeth and gingiva | 0.0132704 | 0.0430744 | 0.0042011 | 0.0550066 |
| DIG003 | Diseases of mouth; excluding dental | 0.0179330 | 0.0460598 | 0.0047002 | 0.0485058 |
| DIG004 | Esophageal disorders | 0.0893065 | 0.2277399 | 0.0321112 | 0.2810337 |
| DIG005 | Gastroduodenal ulcer | 0.0010760 | 0.0068237 | 0.0013310 | 0.0035004 |
| DIG006 | Gastrointestinal and biliary perforation | 0.0007173 | 0.0025589 | 0.0005823 | 0.0020002 |
| DIG007 | Gastritis and duodenitis | 0.0060972 | 0.0285741 | 0.0044922 | 0.0210025 |
| DIG008 | Other specified and unspecified disorders of stomach and duodenum | 0.0107598 | 0.0353978 | 0.0045338 | 0.0445053 |
| DIG009 | Appendicitis and other appendiceal conditions | 0.0068146 | 0.0648248 | 0.0037435 | 0.0685082 |
| DIG010 | Abdominal hernia | 0.0050213 | 0.0106620 | 0.0020797 | 0.0125015 |
| DIG011 | Regional enteritis and ulcerative colitis | 0.0017933 | 0.0260152 | 0.0054073 | 0.0100012 |
| DIG012 | Intestinal obstruction and ileus | 0.0222370 | 0.0912666 | 0.0088181 | 0.1085130 |
| DIG013 | Diverticulosis and diverticulitis | NA | 0.0025589 | NA | NA |
| DIG014 | Hemorrhoids | 0.0003587 | 0.0038383 | 0.0007487 | 0.0015002 |
| DIG015 | Anal and rectal conditions | 0.0028693 | 0.0136473 | 0.0017470 | 0.0140017 |
| DIG016 | Peritonitis and intra-abdominal abscess | 0.0078905 | 0.0503246 | 0.0037435 | 0.0560067 |
| DIG017 | Biliary tract disease | 0.0021520 | 0.0115149 | 0.0028700 | 0.0110013 |
| DIG018 | Hepatic failure | 0.0014346 | 0.0012794 | 0.0006655 | 0.0035004 |
| DIG019 | Other specified and unspecified liver disease | 0.0017933 | 0.0213240 | 0.0039931 | 0.0110013 |
| DIG020 | Pancreatic disorders (excluding diabetes) | 0.0032279 | 0.0426479 | 0.0050746 | 0.0290035 |
| DIG021 | Gastrointestinal hemorrhage | 0.0078905 | 0.0383831 | 0.0058649 | 0.0415050 |
| DIG022 | Noninfectious gastroenteritis | 0.0322795 | 0.0358243 | 0.0034108 | 0.0640077 |
| DIG023 | Noninfectious hepatitis | NA | 0.0029854 | 0.0006239 | 0.0025003 |
| DIG024 | Postprocedural or postoperative digestive system complication | 0.0107598 | 0.0400890 | 0.0042011 | 0.0570068 |
| DIG025 | Other specified and unspecified gastrointestinal disorders | 0.1083155 | 0.4490826 | 0.0411373 | 0.4915590 |
| EAR001 | Otitis media | 0.0516471 | 0.0294271 | 0.0022045 | 0.0695083 |
| EAR002 | Diseases of middle ear and mastoid (except otitis media) | 0.0086079 | 0.0068237 | 0.0005823 | 0.0145017 |
| EAR003 | Diseases of inner ear and related conditions | NA | 0.0008530 | 0.0000832 | NA |
| EAR004 | Hearing loss | 0.0200850 | 0.0618395 | 0.0054073 | 0.0640077 |
| EAR005 | Postprocedural or postoperative ear and/or mastoid process complication | NA | NA | NA | 0.0005001 |
| EAR006 | Other specified and unspecified disorders of the ear | 0.0129118 | 0.0208975 | 0.0023709 | 0.0300036 |
| END001 | Thyroid disorders | 0.0114771 | 0.1074728 | 0.0185929 | 0.0570068 |
| END002 | Diabetes mellitus without complication | 0.0007173 | 0.0328389 | 0.0083190 | 0.0150018 |
| END003 | Diabetes mellitus with complication | 0.0060972 | 0.0793251 | 0.0089013 | 0.0535064 |
| END004 | Diabetes mellitus, Type 1 | 0.0068146 | 0.0759133 | 0.0077782 | 0.0570068 |
| END005 | Diabetes mellitus, Type 2 | NA | 0.0281476 | 0.0077366 | 0.0055007 |
| END006 | Diabetes mellitus, due to underlying condition, drug or chemical induced, or other specified type | NA | 0.0076766 | 0.0016222 | 0.0055007 |
| END007 | Nutritional deficiencies | 0.0082492 | 0.0716485 | 0.0107315 | 0.0500060 |
| END008 | Malnutrition | 0.0222370 | 0.0729280 | 0.0094420 | 0.0725087 |
| END009 | Obesity | 0.0136291 | 0.2337106 | 0.0359379 | 0.1080130 |
| END010 | Disorders of lipid metabolism | 0.0003587 | 0.0375302 | 0.0065304 | 0.0080010 |
| END011 | Fluid and electrolyte disorders | 0.2385094 | 0.3595220 | 0.0420940 | 0.5465656 |
| END012 | Cystic fibrosis | 0.0032279 | 0.0183386 | 0.0020381 | 0.0115014 |
| END013 | Pituitary disorders | 0.0046626 | 0.0388096 | 0.0040347 | 0.0340041 |
| END014 | Postprocedural or postoperative endocrine or metabolic complication | 0.0010760 | 0.0025589 | 0.0002912 | NA |
| END015 | Other specified and unspecified endocrine disorders | 0.0315621 | 0.0571482 | 0.0069047 | 0.0885106 |
| END016 | Other specified and unspecified nutritional and metabolic disorders | 0.0344314 | 0.1616356 | 0.0184265 | 0.1330160 |
| EXT002 | External cause codes: drowning/submersion; initial encounter | 0.0017933 | 0.0021324 | 0.0000832 | 0.0055007 |
| EXT004 | External cause codes: fire/burn; initial encounter | 0.0003587 | 0.0017059 | 0.0001664 | 0.0015002 |
| EXT011 | External cause codes: natural/environment; initial encounter | NA | NA | 0.0000416 | 0.0005001 |
| EXT012 | External cause codes: bites; initial encounter | NA | 0.0004265 | NA | 0.0010001 |
| EXT014 | External cause codes: poisoning by drug | 0.0111185 | 0.0379567 | 0.0090261 | 0.0360043 |
| EXT015 | External cause codes: poisoning by non-drug | 0.0043039 | 0.0042648 | 0.0006655 | 0.0040005 |
| EXT017 | External cause codes: suffocation/inhalation; initial encounter | 0.0014346 | 0.0046913 | 0.0002912 | 0.0040005 |
| EXT018 | External cause codes: other specified, classifiable and NEC; initial encounter | 0.0086079 | 0.0204710 | 0.0033276 | 0.0280034 |
| EXT019 | External cause codes: unspecified mechanism | 0.0003587 | 0.0063972 | 0.0015806 | NA |
| EXT020 | External cause codes: intent of injury, accidental/unintentional | 0.0218783 | 0.0345448 | 0.0056153 | 0.0595071 |
| EXT021 | External cause codes: intent of injury, self-harm | 0.0003587 | 0.0315595 | 0.0080278 | 0.0010001 |
| EXT022 | External cause codes: intent of injury, assault | 0.0032279 | 0.0063972 | 0.0007487 | 0.0130016 |
| EXT023 | External cause codes: intent of injury, undetermined | 0.0021520 | 0.0038383 | 0.0002496 | 0.0065008 |
| EYE001 | Cornea and external disease | 0.0111185 | 0.0145003 | 0.0012894 | 0.0220026 |
| EYE002 | Cataract and other lens disorders | 0.0003587 | 0.0025589 | 0.0004159 | 0.0015002 |
| EYE003 | Glaucoma | 0.0003587 | 0.0068237 | 0.0004575 | 0.0010001 |
| EYE004 | Uveitis and ocular inflammation | NA | 0.0017059 | 0.0001664 | 0.0015002 |
| EYE005 | Retinal and vitreous conditions | 0.0025106 | 0.0051178 | 0.0012478 | 0.0050006 |
| EYE006 | Neuro-ophthalmology | 0.0043039 | 0.0247358 | 0.0013310 | 0.0220026 |
| EYE007 | Strabismus | 0.0111185 | 0.0174856 | 0.0014142 | 0.0205025 |
| EYE008 | Oculofacial plastics and orbital conditions | 0.0025106 | 0.0051178 | 0.0008319 | 0.0125015 |
| EYE009 | Refractive error | 0.0028693 | 0.0106620 | 0.0006655 | 0.0115014 |
| EYE010 | Blindness and vision defects | 0.0086079 | 0.0545893 | 0.0055321 | 0.0525063 |
| EYE012 | Other specified eye disorders | 0.0039453 | 0.0115149 | 0.0016638 | 0.0180022 |
| FAC002 | Encounter for mental health services related to abuse | NA | 0.0004265 | 0.0000832 | 0.0005001 |
| FAC003 | Encounter for observation and examination for conditions ruled out (excludes infectious disease, neoplasm, mental disorders) | 0.0060972 | 0.0029854 | 0.0003744 | 0.0115014 |
| FAC004 | Encounter for prophylactic or other procedures | NA | 0.0004265 | 0.0000416 | NA |
| FAC005 | Encounter for prophylactic measures (excludes immunization) | 0.0003587 | NA | NA | NA |
| FAC006 | Encounter for antineoplastic therapies | 0.0096838 | 0.0643984 | 0.0066552 | 0.0575069 |
| FAC007 | Encounter for mental health conditions | NA | 0.0029854 | 0.0003328 | NA |
| FAC008 | Neoplasm-related encounters | NA | 0.0008530 | 0.0000832 | 0.0010001 |
| FAC009 | Implant, device or graft related encounter | 0.0243889 | 0.1010756 | 0.0101075 | 0.1015122 |
| FAC010 | Other aftercare encounter | 0.0068146 | 0.0328389 | 0.0033692 | 0.0355043 |
| FAC011 | Counseling related to sexual behavior or orientation | NA | 0.0004265 | NA | NA |
| FAC012 | Other specified encounters and counseling | 0.0039453 | 0.0243093 | 0.0024957 | 0.0160019 |
| FAC013 | Contraceptive and procreative management | NA | 0.0004265 | 0.0002496 | NA |
| FAC014 | Medical examination/evaluation | NA | 0.0038383 | 0.0004575 | 0.0055007 |
| FAC015 | Resistance to antimicrobial drugs | 0.0017933 | 0.0042648 | 0.0002080 | 0.0005001 |
| FAC016 | Exposure, encounters, screening or contact with infectious disease | 0.0118358 | 0.0562953 | 0.0070711 | 0.0535064 |
| FAC017 | No immunization or underimmunization | 0.0043039 | 0.0196180 | 0.0022877 | 0.0145017 |
| FAC019 | Socioeconomic/psychosocial factors | 0.0086079 | 0.2627112 | 0.0289916 | 0.1250150 |
| FAC020 | Lifestyle/life management factors | 0.0021520 | 0.0166327 | 0.0037435 | 0.0185022 |
| FAC021 | Personal/family history of disease | 0.1452576 | 0.6307628 | 0.0641808 | 0.5735688 |
| FAC022 | Acquired absence of limb or organ | 0.0057386 | 0.0251623 | 0.0029116 | 0.0280034 |
| FAC023 | Organ transplant status | 0.0089665 | 0.0260152 | 0.0020381 | 0.0425051 |
| FAC024 | Carrier status | 0.0025106 | 0.0085296 | 0.0004159 | 0.0065008 |
| FAC025 | Other specified status | 0.1922422 | 0.8341934 | 0.0956266 | 0.8275993 |
| GEN001 | Nephritis; nephrosis; renal sclerosis | 0.0039453 | 0.0123679 | 0.0006239 | 0.0150018 |
| GEN002 | Acute and unspecified renal failure | 0.0118358 | 0.0545893 | 0.0089429 | 0.0455055 |
| GEN003 | Chronic kidney disease | 0.0075319 | 0.0366772 | 0.0034524 | 0.0220026 |
| GEN004 | Urinary tract infections | 0.0157811 | 0.0707956 | 0.0110226 | 0.0735088 |
| GEN005 | Calculus of urinary tract | 0.0007173 | 0.0085296 | 0.0019550 | 0.0020002 |
| GEN006 | Other specified and unspecified diseases of kidney and ureters | 0.0129118 | 0.0353978 | 0.0033276 | 0.0330040 |
| GEN007 | Other specified and unspecified diseases of bladder and urethra | 0.0028693 | 0.0285741 | 0.0027869 | 0.0355043 |
| GEN008 | Urinary incontinence | 0.0060972 | 0.0942519 | 0.0069047 | 0.0875105 |
| GEN009 | Hematuria | 0.0017933 | 0.0132209 | 0.0022045 | 0.0160019 |
| GEN010 | Proteinuria | 0.0003587 | 0.0042648 | 0.0003328 | 0.0045005 |
| GEN011 | Vesicoureteral reflux | 0.0046626 | 0.0072501 | 0.0004575 | 0.0170020 |
| GEN013 | Inflammatory conditions of male genital organs | 0.0007173 | 0.0042648 | 0.0005407 | 0.0015002 |
| GEN016 | Other specified male genital disorders | 0.0032279 | 0.0115149 | 0.0009567 | 0.0105013 |
| GEN017 | Nonmalignant breast conditions | NA | 0.0063972 | 0.0008319 | 0.0010001 |
| GEN018 | Inflammatory diseases of female pelvic organs | 0.0010760 | 0.0068237 | 0.0009567 | 0.0035004 |
| GEN019 | Endometriosis | NA | NA | 0.0000416 | NA |
| GEN021 | Menstrual disorders | NA | 0.0132209 | 0.0022461 | NA |
| GEN022 | Benign ovarian cyst | NA | 0.0038383 | 0.0006239 | NA |
| GEN023 | Menopausal disorders | NA | NA | 0.0000832 | NA |
| GEN024 | Female infertility | NA | 0.0004265 | 0.0000416 | NA |
| GEN025 | Other specified female genital disorders | 0.0010760 | 0.0119414 | 0.0017886 | 0.0040005 |
| GEN026 | Postprocedural or postoperative genitourinary system complication | 0.0003587 | 0.0029854 | 0.0001664 | 0.0020002 |
| INF001 | Tuberculosis | NA | NA | 0.0000416 | 0.0010001 |
| INF002 | Septicemia | 0.0154224 | 0.0464862 | 0.0096500 | 0.0445053 |
| INF003 | Bacterial infections | 0.0882305 | 0.2106807 | 0.0241666 | 0.2560307 |
| INF004 | Fungal infections | 0.0104012 | 0.0417950 | 0.0069463 | 0.0360043 |
| INF005 | Foodborne intoxications | NA | NA | 0.0000416 | 0.0005001 |
| INF006 | HIV infection | NA | 0.0004265 | 0.0000832 | NA |
| INF007 | Hepatitis | 0.0003587 | 0.0025589 | 0.0002912 | 0.0035004 |
| INF008 | Viral infection | 0.1710812 | 0.1198407 | 0.0086517 | 0.3005361 |
| INF009 | Parasitic, other specified and unspecified infections | 0.0060972 | 0.0149268 | 0.0015390 | 0.0215026 |
| INF010 | Sexually transmitted infections (excluding HIV and hepatitis) | NA | 0.0004265 | 0.0000416 | 0.0005001 |
| INF011 | Sequela of specified infectious disease conditions | 0.0010760 | 0.0042648 | 0.0000832 | 0.0030004 |
| INJ001 | Fracture of head and neck, initial encounter | 0.0078905 | 0.0106620 | 0.0014558 | 0.0145017 |
| INJ002 | Fracture of the spine and back, initial encounter | 0.0010760 | 0.0042648 | 0.0008735 | 0.0020002 |
| INJ003 | Fracture of torso, initial encounter | 0.0017933 | 0.0042648 | 0.0003744 | 0.0025003 |
| INJ004 | Fracture of the upper limb, initial encounter | 0.0093252 | 0.0123679 | 0.0014142 | 0.0205025 |
| INJ005 | Fracture of the lower limb (except hip), initial encounter | 0.0035866 | 0.0272947 | 0.0023709 | 0.0190023 |
| INJ006 | Fracture of the neck of the femur (hip), initial encounter | NA | 0.0076766 | 0.0005823 | 0.0060007 |
| INJ007 | Dislocations, initial encounter | 0.0007173 | 0.0029854 | 0.0002080 | 0.0015002 |
| INJ008 | Traumatic brain injury (TBI); concussion, initial encounter | 0.0093252 | 0.0153533 | 0.0019966 | 0.0230028 |
| INJ009 | Spinal cord injury (SCI), initial encounter | NA | 0.0004265 | 0.0001664 | 0.0005001 |
| INJ010 | Internal organ injury, initial encounter | 0.0025106 | 0.0110885 | 0.0009567 | 0.0060007 |
| INJ011 | Open wounds of head and neck, initial encounter | 0.0068146 | 0.0106620 | 0.0018718 | 0.0115014 |
| INJ012 | Open wounds to limbs, initial encounter | 0.0017933 | 0.0145003 | 0.0028284 | 0.0100012 |
| INJ013 | Open wounds of trunk, initial encounter | NA | 0.0017059 | 0.0004575 | 0.0030004 |
| INJ014 | Amputation of a limb, initial encounter | NA | 0.0017059 | 0.0000832 | 0.0005001 |
| INJ015 | Amputation of other body parts, initial encounter | NA | NA | 0.0000416 | NA |
| INJ016 | Injury to blood vessels, initial encounter | NA | 0.0004265 | 0.0002496 | NA |
| INJ017 | Superficial injury; contusion, initial encounter | 0.0164984 | 0.0422214 | 0.0053657 | 0.0385046 |
| INJ018 | Crushing injury, initial encounter | NA | 0.0012794 | 0.0000832 | NA |
| INJ019 | Burn and corrosion, initial encounter | 0.0050213 | 0.0055442 | 0.0007071 | 0.0160019 |
| INJ020 | Effect of foreign body entering opening, initial encounter | 0.0068146 | 0.0183386 | 0.0027869 | 0.0190023 |
| INJ021 | Effect of other external causes, initial encounter | 0.0032279 | 0.0038383 | 0.0004159 | 0.0070008 |
| INJ022 | Poisoning by drugs, initial encounter | 0.0111185 | 0.0379567 | 0.0090261 | 0.0360043 |
| INJ023 | Toxic effects, initial encounter | 0.0050213 | 0.0076766 | 0.0009151 | 0.0085010 |
| INJ024 | Sprains and strains, initial encounter | NA | 0.0025589 | 0.0001664 | 0.0010001 |
| INJ025 | Injury to nerves, muscles and tendons, initial encounter | 0.0003587 | 0.0012794 | 0.0004575 | 0.0020002 |
| INJ026 | Other specified injury | 0.0010760 | 0.0055442 | 0.0004991 | 0.0025003 |
| INJ027 | Other unspecified injury | 0.0021520 | 0.0140738 | 0.0025373 | 0.0045005 |
| INJ028 | Adverse effects of drugs and medicaments, initial encounter | 0.0186504 | 0.0524569 | 0.0063640 | 0.0715086 |
| INJ029 | Underdosing of drugs and medicaments, initial encounter | 0.0007173 | 0.0034118 | 0.0007071 | 0.0045005 |
| INJ030 | Drug induced or toxic related condition | 0.0071732 | 0.0443538 | 0.0054905 | 0.0460055 |
| INJ031 | Allergic reactions | 0.0706562 | 0.1654739 | 0.0144334 | 0.1970236 |
| INJ032 | Maltreatment/abuse | 0.0032279 | 0.0063972 | 0.0007487 | 0.0130016 |
| INJ033 | Complication of cardiovascular device, implant or graft, initial encounter | 0.0025106 | 0.0119414 | 0.0009151 | 0.0175021 |
| INJ034 | Complication of genitourinary device, implant or graft, initial encounter | NA | 0.0017059 | 0.0002496 | 0.0030004 |
| INJ035 | Complication of internal orthopedic device or implant, initial encounter | 0.0003587 | 0.0068237 | 0.0005823 | 0.0030004 |
| INJ036 | Complication of transplanted organs or tissue, initial encounter | 0.0039453 | 0.0140738 | 0.0007903 | 0.0160019 |
| INJ037 | Complication of other surgical or medical care, injury, initial encounter | 0.0161397 | 0.0648248 | 0.0059065 | 0.0650078 |
| INJ038 | Fracture of head and neck, subsequent encounter | NA | 0.0017059 | 0.0000832 | NA |
| INJ039 | Fracture of the spine and back, subsequent encounter | 0.0003587 | NA | 0.0001664 | NA |
| INJ041 | Fracture of the upper limb, subsequent encounter | 0.0003587 | 0.0004265 | 0.0003328 | 0.0020002 |
| INJ042 | Fracture of lower limb (except hip), subsequent encounter | NA | 0.0017059 | 0.0004575 | NA |
| INJ043 | Fracture of the neck of the femur (hip), subsequent encounter | NA | NA | 0.0000416 | NA |
| INJ044 | Dislocations, subsequent encounter | NA | NA | NA | 0.0005001 |
| INJ045 | Traumatic brain injury (TBI); concussion, subsequent encounter | 0.0003587 | 0.0004265 | 0.0001664 | 0.0010001 |
| INJ046 | Spinal cord injury (SCI), subsequent encounter | NA | NA | 0.0000832 | NA |
| INJ047 | Internal organ injury, subsequent encounter | NA | NA | 0.0000416 | 0.0005001 |
| INJ048 | Open wounds of head and neck, subsequent encounter | NA | 0.0017059 | 0.0002080 | 0.0005001 |
| INJ049 | Open wounds to limbs, subsequent encounter | NA | 0.0025589 | 0.0003328 | 0.0020002 |
| INJ050 | Open wounds of trunk, subsequent encounter | NA | 0.0004265 | NA | NA |
| INJ054 | Superficial injury; contusion, subsequent encounter | NA | 0.0021324 | 0.0004991 | 0.0020002 |
| INJ056 | Burns and corrosion, subsequent encounter | NA | 0.0004265 | NA | 0.0010001 |
| INJ057 | Effect of foreign body entering opening, subsequent encounter | NA | 0.0004265 | NA | 0.0005001 |
| INJ059 | Poisoning by drugs, subsequent encounter | NA | 0.0021324 | 0.0003744 | NA |
| INJ060 | Toxic effects, subsequent encounter | NA | 0.0004265 | NA | 0.0005001 |
| INJ061 | Sprains and strains, subsequent encounter | NA | 0.0004265 | 0.0001248 | NA |
| INJ063 | Other specified injury, subsequent encounter | NA | NA | 0.0000416 | 0.0005001 |
| INJ064 | Other unspecified injuries, subsequent encounter | NA | NA | 0.0000416 | NA |
| INJ065 | Adverse effects of drugs and medicaments, subsequent encounter | NA | NA | 0.0000416 | 0.0015002 |
| INJ066 | Underdosing of drugs and medicaments, subsequent encounter | NA | NA | 0.0000832 | NA |
| INJ068 | Maltreatment/abuse, subsequent encounter | NA | 0.0008530 | 0.0001248 | 0.0005001 |
| INJ069 | Complication of cardiovascular device, implant or graft, subsequent encounter | NA | NA | NA | 0.0005001 |
| INJ072 | Complication of other surgical or medical care, injury, subsequent encounter | NA | 0.0004265 | 0.0001248 | 0.0010001 |
| INJ073 | Injury, sequela | 0.0007173 | 0.0017059 | 0.0002912 | 0.0025003 |
| INJ074 | Effect of other external causes, sequela | 0.0003587 | NA | 0.0000832 | 0.0015002 |
| INJ075 | Poisoning/toxic effect/adverse effects/underdosing, sequela | NA | 0.0017059 | 0.0000832 | 0.0015002 |
| INJ076 | Complication, sequela | NA | NA | NA | 0.0005001 |
| MAL001 | Cardiac and circulatory congenital anomalies | 0.0527231 | 0.1202671 | 0.0093172 | 0.1600192 |
| MAL002 | Digestive congenital anomalies | 0.0089665 | 0.0196180 | 0.0017054 | 0.0280034 |
| MAL003 | Genitourinary congenital anomalies | 0.0118358 | 0.0336919 | 0.0022045 | 0.0410049 |
| MAL004 | Nervous system congenital anomalies | 0.0333555 | 0.1044874 | 0.0071543 | 0.1275153 |
| MAL005 | Congenital malformations of eye, ear, face, neck | 0.0057386 | 0.0102355 | 0.0005407 | 0.0115014 |
| MAL006 | Cleft lip or palate | 0.0014346 | 0.0081031 | 0.0004159 | 0.0040005 |
| MAL007 | Respiratory congenital malformations | 0.0114771 | 0.0110885 | 0.0007071 | 0.0260031 |
| MAL008 | Musculoskeletal congenital conditions | 0.0333555 | 0.0793251 | 0.0055737 | 0.0810097 |
| MAL009 | Chromosomal abnormalities | 0.0383767 | 0.1667534 | 0.0142254 | 0.1870224 |
| MAL010 | Other specified and unspecified congenital anomalies | 0.0225956 | 0.0865753 | 0.0091509 | 0.1005121 |
| MBD001 | Schizophrenia spectrum and other psychotic disorders | 0.0007173 | 0.1300762 | 0.0410957 | 0.0350042 |
| MBD002 | Depressive disorders | NA | 0.4345823 | 0.0799037 | 0.0600072 |
| MBD003 | Bipolar and related disorders | 0.0010760 | 0.2507698 | 0.0524511 | 0.0765092 |
| MBD004 | Other specified and unspecified mood disorders | 0.0014346 | 0.5045249 | 0.0400974 | 0.2120254 |
| MBD005 | Anxiety and fear-related disorders | 0.0132704 | 0.6682930 | 0.0910927 | 0.2715326 |
| MBD006 | Obsessive-compulsive and related disorders | 0.0028693 | 0.1258114 | 0.0212550 | 0.0480058 |
| MBD007 | Trauma- and stressor-related disorders | 0.0032279 | 0.2290194 | 0.0322360 | 0.0870104 |
| MBD008 | Disruptive, impulse-control and conduct disorders | 0.0190090 | 0.7761922 | 0.0692554 | 0.3910469 |
| MBD009 | Personality disorders | 0.0003587 | 0.0358243 | 0.0125616 | 0.0110013 |
| MBD010 | Feeding and eating disorders | 0.0104012 | 0.0405155 | 0.0057401 | 0.0295035 |
| MBD011 | Somatic disorders | 0.0014346 | 0.0098090 | 0.0010399 | 0.0025003 |
| MBD012 | Suicidal ideation/attempt/intentional self-harm | 0.0003587 | 0.2418137 | 0.0317369 | 0.0405049 |
| MBD013 | Miscellaneous mental and behavioral disorders/conditions | 0.0021520 | 0.0345448 | 0.0078614 | 0.0155019 |
| MBD017 | Alcohol-related disorders | NA | 0.0034118 | 0.0029532 | NA |
| MBD018 | Opioid-related disorders | 0.0017933 | 0.0025589 | 0.0021213 | 0.0035004 |
| MBD019 | Cannabis-related disorders | NA | 0.0089561 | 0.0142254 | NA |
| MBD020 | Sedative-related disorders | 0.0032279 | 0.0085296 | 0.0021213 | 0.0140017 |
| MBD021 | Stimulant-related disorders | 0.0007173 | 0.0042648 | 0.0024541 | 0.0050006 |
| MBD022 | Hallucinogen-related disorders | NA | NA | 0.0002080 | NA |
| MBD023 | Inhalant-related disorders | NA | NA | 0.0001664 | NA |
| MBD024 | Tobacco-related disorders | NA | 0.0093825 | 0.0116466 | 0.0010001 |
| MBD025 | Other specified substance-related disorders | NA | 0.0063972 | 0.0018302 | 0.0020002 |
| MBD026 | Mental and substance use disorders in remission | NA | 0.0012794 | 0.0003328 | NA |
| MBD027 | Suicide attempt/intentional self-harm; subsequent encounter | NA | 0.0021324 | 0.0003744 | NA |
| MBD028 | Opioid-related disorders; subsequent encounter | NA | 0.0004265 | NA | NA |
| MBD032 | Sedative-related disorders; subsequent encounter | NA | NA | 0.0000416 | NA |
| MBD034 | Mental and substance use disorders; sequela | NA | 0.0008530 | NA | NA |
| MUS001 | Infective arthritis | 0.0014346 | 0.0038383 | 0.0003328 | 0.0040005 |
| MUS002 | Osteomyelitis | 0.0025106 | 0.0123679 | 0.0009151 | 0.0195023 |
| MUS003 | Rheumatoid arthritis and related disease | NA | 0.0025589 | 0.0003328 | 0.0005001 |
| MUS004 | Juvenile arthritis | 0.0010760 | 0.0051178 | 0.0007903 | 0.0055007 |
| MUS005 | Other specified chronic arthropathy | 0.0003587 | NA | 0.0000416 | NA |
| MUS006 | Osteoarthritis | 0.0003587 | 0.0012794 | 0.0007487 | 0.0020002 |
| MUS007 | Other specified joint disorders | 0.0032279 | 0.0085296 | 0.0013310 | 0.0105013 |
| MUS008 | Immune-mediated/reactive arthropathies | 0.0007173 | 0.0004265 | NA | 0.0020002 |
| MUS009 | Tendon and synovial disorders | 0.0035866 | 0.0072501 | 0.0005407 | 0.0070008 |
| MUS010 | Musculoskeletal pain, not low back pain | 0.0060972 | 0.0358243 | 0.0040763 | 0.0230028 |
| MUS011 | Spondylopathies/spondyloarthropathy (including infective) | 0.0039453 | 0.0183386 | 0.0018302 | 0.0175021 |
| MUS012 | Biomechanical lesions | NA | NA | 0.0000832 | NA |
| MUS013 | Osteoporosis | NA | 0.0021324 | 0.0009151 | 0.0010001 |
| MUS014 | Pathological fracture, initial encounter | 0.0003587 | 0.0038383 | 0.0001664 | 0.0020002 |
| MUS015 | Pathological fracture, subsequent encounter | NA | 0.0004265 | NA | NA |
| MUS016 | Stress fracture, initial encounter | 0.0007173 | 0.0008530 | 0.0000832 | 0.0015002 |
| MUS017 | Stress fracture, subsequent encounter | 0.0003587 | 0.0004265 | 0.0000416 | NA |
| MUS020 | Pathological, stress and atypical fractures, sequela | NA | 0.0004265 | NA | NA |
| MUS021 | Acquired foot deformities | 0.0014346 | 0.0166327 | 0.0012478 | 0.0085010 |
| MUS022 | Scoliosis and other postural dorsopathic deformities | 0.0021520 | 0.1142964 | 0.0131440 | 0.0265032 |
| MUS023 | Acquired deformities (excluding foot) | 0.0017933 | 0.0247358 | 0.0014558 | 0.0125015 |
| MUS024 | Systemic lupus erythematosus and connective tissue disorders | 0.0078905 | 0.0115149 | 0.0022045 | 0.0215026 |
| MUS025 | Other specified connective tissue disease | 0.0028693 | 0.0093825 | 0.0014142 | 0.0135016 |
| MUS026 | Muscle disorders | 0.0060972 | 0.0353978 | 0.0039099 | 0.0345041 |
| MUS027 | Musculoskeletal abscess | NA | 0.0004265 | 0.0000416 | 0.0010001 |
| MUS028 | Other specified bone disease and musculoskeletal deformities | 0.0010760 | 0.0208975 | 0.0019966 | 0.0105013 |
| MUS029 | Disorders of jaw | 0.0021520 | 0.0063972 | 0.0012478 | 0.0055007 |
| MUS030 | Aseptic necrosis and osteonecrosis | NA | 0.0025589 | 0.0004159 | 0.0010001 |
| MUS031 | Traumatic arthropathy | NA | NA | NA | 0.0005001 |
| MUS033 | Gout | NA | NA | 0.0000832 | NA |
| MUS036 | Autoinflammatory syndromes | NA | NA | 0.0000416 | NA |
| MUS037 | Postprocedural or postoperative musculoskeletal system complication | NA | 0.0008530 | 0.0001664 | 0.0010001 |
| MUS038 | Low back pain | 0.0003587 | 0.0051178 | 0.0011647 | 0.0010001 |
| NEO001 | Head and neck cancers - eye | 0.0007173 | NA | NA | NA |
| NEO002 | Head and neck cancers - lip and oral cavity | NA | NA | 0.0000416 | 0.0005001 |
| NEO003 | Head and neck cancers - throat | NA | 0.0012794 | NA | NA |
| NEO006 | Head and neck cancers - hypopharyngeal | NA | 0.0021324 | NA | NA |
| NEO007 | Head and neck cancers - pharyngeal | NA | 0.0012794 | NA | 0.0005001 |
| NEO011 | Cardiac cancers | NA | 0.0012794 | 0.0000832 | NA |
| NEO015 | Gastrointestinal cancers - colorectal | NA | NA | 0.0003744 | NA |
| NEO017 | Gastrointestinal cancers - liver | NA | NA | 0.0001664 | NA |
| NEO020 | Gastrointestinal cancers - peritoneum | NA | 0.0004265 | NA | 0.0005001 |
| NEO022 | Respiratory cancers | NA | NA | 0.0000832 | NA |
| NEO023 | Bone cancer | 0.0003587 | 0.0221769 | 0.0017470 | 0.0070008 |
| NEO024 | Sarcoma | 0.0007173 | 0.0055442 | 0.0005407 | 0.0030004 |
| NEO025 | Skin cancers - melanoma | NA | NA | 0.0000416 | NA |
| NEO033 | Female reproductive system cancers - ovary | NA | 0.0017059 | 0.0000416 | NA |
| NEO040 | Male reproductive system cancers - testis | NA | NA | 0.0009151 | NA |
| NEO043 | Urinary system cancers - bladder | NA | NA | NA | 0.0030004 |
| NEO045 | Urinary system cancers - kidney | 0.0025106 | 0.0004265 | NA | 0.0060007 |
| NEO048 | Nervous system cancers - brain | 0.0025106 | 0.0085296 | 0.0009567 | 0.0205025 |
| NEO049 | Nervous system cancers - all other types | 0.0003587 | 0.0008530 | 0.0000832 | NA |
| NEO050 | Endocrine system cancers - thyroid | NA | 0.0021324 | 0.0002080 | NA |
| NEO055 | Endocrine system cancers - pituitary gland | NA | NA | 0.0000416 | NA |
| NEO056 | Endocrine system cancers - all other types | 0.0014346 | 0.0012794 | 0.0002912 | 0.0095011 |
| NEO057 | Hodgkin lymphoma | NA | 0.0051178 | 0.0005407 | NA |
| NEO058 | Non-Hodgkin lymphoma | 0.0014346 | 0.0068237 | 0.0002080 | 0.0110013 |
| NEO059 | Leukemia - acute lymphoblastic leukemia (ALL) | 0.0129118 | 0.0251623 | 0.0011647 | 0.0360043 |
| NEO060 | Leukemia - acute myeloid leukemia (AML) | 0.0025106 | 0.0034118 | 0.0004159 | 0.0030004 |
| NEO062 | Leukemia - chronic myeloid leukemia (CML) | NA | NA | NA | 0.0005001 |
| NEO064 | Leukemia - all other types | 0.0003587 | 0.0025589 | 0.0001248 | 0.0005001 |
| NEO065 | Multiple myeloma | NA | 0.0008530 | 0.0001248 | NA |
| NEO066 | Malignant neuroendocrine tumors | NA | NA | 0.0000416 | NA |
| NEO068 | Myelodysplastic syndrome (MDS) | 0.0007173 | 0.0021324 | 0.0001664 | 0.0005001 |
| NEO069 | Cancer of other sites | NA | 0.0025589 | 0.0000832 | 0.0040005 |
| NEO070 | Secondary malignancies | 0.0028693 | 0.0068237 | 0.0031196 | 0.0165020 |
| NEO071 | Malignant neoplasm, unspecified | NA | NA | 0.0002496 | NA |
| NEO072 | Neoplasms of unspecified nature or uncertain behavior | 0.0064559 | 0.0153533 | 0.0015806 | 0.0200024 |
| NEO073 | Benign neoplasms | 0.0096838 | 0.0187651 | 0.0020797 | 0.0315038 |
| NEO074 | Conditions due to neoplasm or the treatment of neoplasm | 0.0082492 | 0.0302800 | 0.0028284 | 0.0380046 |
| NVS001 | Meningitis | 0.0025106 | 0.0106620 | 0.0004159 | 0.0075009 |
| NVS002 | Encephalitis | 0.0046626 | 0.0093825 | 0.0007487 | 0.0095011 |
| NVS004 | Parkinson`s disease | NA | 0.0017059 | 0.0010399 | 0.0005001 |
| NVS005 | Multiple sclerosis | NA | NA | 0.0001664 | 0.0015002 |
| NVS006 | Other specified hereditary and degenerative nervous system conditions | 0.0118358 | 0.0554423 | 0.0066136 | 0.0550066 |
| NVS007 | Cerebral palsy | 0.0265409 | 0.1467089 | 0.0185929 | 0.1450174 |
| NVS008 | Paralysis (other than cerebral palsy) | 0.0078905 | 0.0243093 | 0.0020381 | 0.0240029 |
| NVS009 | Epilepsy; convulsions | 0.2725822 | 0.8469878 | 0.0881811 | 0.9816178 |
| NVS010 | Headache; including migraine | 0.0060972 | 0.1249584 | 0.0129776 | 0.0850102 |
| NVS011 | Neurocognitive disorders | 0.0010760 | 0.0170592 | 0.0025789 | 0.0105013 |
| NVS012 | Transient cerebral ischemia | NA | 0.0008530 | 0.0000416 | NA |
| NVS013 | Coma; stupor; and brain damage | 0.0043039 | 0.0191916 | 0.0014974 | 0.0280034 |
| NVS014 | CNS abscess | 0.0003587 | 0.0029854 | 0.0001248 | 0.0005001 |
| NVS015 | Polyneuropathies | 0.0021520 | 0.0200445 | 0.0014142 | 0.0205025 |
| NVS016 | Sleep wake disorders | 0.0598963 | 0.2456520 | 0.0286588 | 0.2335280 |
| NVS017 | Nerve and nerve root disorders | 0.0025106 | 0.0115149 | 0.0005823 | 0.0045005 |
| NVS018 | Myopathies | 0.0021520 | 0.0170592 | 0.0026621 | 0.0105013 |
| NVS019 | Nervous system pain and pain syndromes | 0.0075319 | 0.0439274 | 0.0053241 | 0.0300036 |
| NVS020 | Other specified nervous system disorders | 0.0441153 | 0.1484148 | 0.0129776 | 0.1675201 |
| NVS021 | Postprocedural or postoperative nervous system complication | 0.0014346 | 0.0012794 | 0.0006239 | 0.0070008 |
| NVS022 | Sequela of specified nervous system conditions | 0.0007173 | 0.0034118 | 0.0001248 | 0.0025003 |
| PNL002 | Short gestation; low birth weight; and fetal growth retardation | 0.0003587 | NA | NA | 0.0010001 |
| PNL004 | Neonatal cerebral disorders | NA | NA | NA | 0.0005001 |
| PNL006 | Respiratory perinatal condition | 0.0129118 | 0.0034118 | 0.0003744 | 0.0200024 |
| PNL009 | Perinatal infections | NA | NA | NA | 0.0010001 |
| PNL010 | Newborn affected by maternal conditions or complications of labor/delivery | NA | 0.0021324 | 0.0001664 | 0.0005001 |
| PNL013 | Other specified and unspecified perinatal conditions | 0.0003587 | NA | 0.0000832 | 0.0010001 |
| PNL014 | Neonatal abstinence syndrome | NA | 0.0004265 | NA | NA |
| PNL015 | Fetal alcohol syndrome | 0.0003587 | 0.0183386 | 0.0024541 | 0.0135016 |
| PRG002 | Gestational weeks | NA | NA | 0.0017886 | NA |
| PRG008 | Supervision of high-risk pregnancy | NA | NA | 0.0003328 | NA |
| PRG010 | Hemorrhage after first trimester | NA | NA | 0.0001248 | NA |
| PRG011 | Early or threatened labor | NA | NA | 0.0001664 | NA |
| PRG013 | Maternal care related to fetal conditions | NA | NA | 0.0002080 | NA |
| PRG014 | Polyhydramnios and other problems of amniotic cavity | NA | NA | 0.0000832 | NA |
| PRG017 | Maternal care for abnormality of pelvic organs | NA | NA | 0.0000416 | NA |
| PRG018 | Maternal care related to disorders of the placenta and placental implantation | NA | NA | 0.0000416 | NA |
| PRG019 | Diabetes or abnormal glucose tolerance complicating pregnancy; childbirth; or the puerperium | NA | NA | 0.0000416 | NA |
| PRG020 | Hypertension and hypertensive-related conditions complicating pregnancy; childbirth; and the puerperium | NA | NA | 0.0003744 | NA |
| PRG021 | Maternal intrauterine infection | NA | NA | 0.0000416 | NA |
| PRG022 | Prolonged pregnancy | NA | NA | 0.0002080 | NA |
| PRG023 | Complications specified during childbirth | NA | NA | 0.0017470 | NA |
| PRG024 | Malposition, disproportion or other labor complications | NA | NA | 0.0007071 | NA |
| PRG026 | OB-related trauma to perineum and vulva | NA | NA | 0.0008319 | NA |
| PRG027 | Complications specified during the puerperium | NA | NA | 0.0002912 | NA |
| PRG028 | Other specified complications in pregnancy | NA | NA | 0.0009151 | NA |
| PRG029 | Uncomplicated pregnancy, delivery or puerperium | NA | NA | 0.0001248 | NA |
| PRG030 | Maternal outcome of delivery | NA | NA | 0.0017470 | NA |
| RSP001 | Sinusitis | 0.0139878 | 0.0353978 | 0.0027869 | 0.0390047 |
| RSP002 | Pneumonia (except that caused by tuberculosis) | 0.0939691 | 0.1151494 | 0.0147246 | 0.1900228 |
| RSP003 | Influenza | 0.0150638 | 0.0277212 | 0.0019134 | 0.0465056 |
| RSP004 | Acute and chronic tonsillitis | 0.0304862 | 0.0204710 | 0.0007903 | 0.0440053 |
| RSP005 | Acute bronchitis | 0.0351488 | 0.0093825 | 0.0009983 | 0.0205025 |
| RSP006 | Other specified upper respiratory infections | 0.1004250 | 0.0989432 | 0.0059481 | 0.2020242 |
| RSP007 | Other specified and unspecified upper respiratory disease | 0.0283342 | 0.1053404 | 0.0091509 | 0.1085130 |
| RSP008 | Chronic obstructive pulmonary disease and bronchiectasis | 0.0014346 | 0.0157797 | 0.0010815 | 0.0065008 |
| RSP009 | Asthma | 0.2062299 | 0.4785097 | 0.0413037 | 0.6630796 |
| RSP010 | Aspiration pneumonitis | 0.0100425 | 0.0281476 | 0.0062808 | 0.0305037 |
| RSP011 | Pleurisy, pleural effusion and pulmonary collapse | 0.0182917 | 0.0695161 | 0.0071543 | 0.0695083 |
| RSP012 | Respiratory failure; insufficiency; arrest | 0.0416046 | 0.0678102 | 0.0098164 | 0.1035124 |
| RSP013 | Lung disease due to external agents | 0.0003587 | 0.0017059 | 0.0001664 | 0.0025003 |
| RSP014 | Pneumothorax | 0.0010760 | 0.0081031 | 0.0016222 | 0.0080010 |
| RSP015 | Mediastinal disorders | NA | NA | NA | 0.0020002 |
| RSP016 | Other specified and unspecified lower respiratory disease | 0.0179330 | 0.0366772 | 0.0025789 | 0.0590071 |
| RSP017 | Postprocedural or postoperative respiratory system complication | 0.0060972 | 0.0093825 | 0.0014142 | 0.0185022 |
| SKN001 | Skin and subcutaneous tissue infections | 0.0419633 | 0.0823105 | 0.0103155 | 0.1190143 |
| SKN002 | Other specified inflammatory condition of skin | 0.0254649 | 0.0733544 | 0.0120625 | 0.0555067 |
| SKN003 | Pressure ulcer of skin | 0.0007173 | 0.0110885 | 0.0013726 | 0.0070008 |
| SKN004 | Non-pressure ulcer of skin | NA | 0.0021324 | 0.0004575 | 0.0025003 |
| SKN005 | Contact dermatitis | 0.0147051 | 0.0166327 | 0.0012063 | 0.0255031 |
| SKN006 | Postprocedural or postoperative skin complication | NA | 0.0021324 | 0.0001664 | 0.0020002 |
| SKN007 | Other specified and unspecified skin disorders | 0.0502125 | 0.0997961 | 0.0101907 | 0.1260151 |
| SYM001 | Syncope | 0.0010760 | 0.0208975 | 0.0031612 | 0.0105013 |
| SYM002 | Fever | 0.0451913 | 0.0737809 | 0.0055321 | 0.1395167 |
| SYM003 | Shock | 0.0064559 | 0.0200445 | 0.0029116 | 0.0165020 |
| SYM004 | Nausea and vomiting | 0.0355074 | 0.1334880 | 0.0103987 | 0.1555187 |
| SYM005 | Dysphagia | 0.0236716 | 0.0481922 | 0.0052825 | 0.0720086 |
| SYM006 | Abdominal pain and other digestive/abdomen signs and symptoms | 0.0347901 | 0.1394587 | 0.0118129 | 0.1630196 |
| SYM007 | Malaise and fatigue | 0.0082492 | 0.0221769 | 0.0023293 | 0.0240029 |
| SYM008 | Symptoms of mental and substance use conditions | 0.0053799 | 0.1586503 | 0.0192584 | 0.0765092 |
| SYM009 | Abnormal findings related to substance use | NA | 0.0004265 | NA | NA |
| SYM010 | Nervous system signs and symptoms | 0.0717322 | 0.2102543 | 0.0227108 | 0.2070248 |
| SYM011 | Genitourinary signs and symptoms | 0.0093252 | 0.0388096 | 0.0060728 | 0.0485058 |
| SYM012 | Circulatory signs and symptoms | 0.0477019 | 0.1228260 | 0.0159724 | 0.1500180 |
| SYM013 | Respiratory signs and symptoms | 0.0821333 | 0.1100316 | 0.0096500 | 0.1910229 |
| SYM014 | Skin/Subcutaneous signs and symptoms | 0.0208023 | 0.0494716 | 0.0039099 | 0.0425051 |
| SYM015 | General sensation/perception signs and symptoms | 0.0003587 | 0.0349713 | 0.0040347 | 0.0160019 |
| SYM016 | Other general signs and symptoms | 0.2585944 | 0.5748940 | 0.0438410 | 0.7215866 |
| SYM017 | Abnormal findings without diagnosis | 0.0312035 | 0.0891342 | 0.0136847 | 0.0980118 |
For sex-specific prevalence, we can also calculate the prevalence:
\[ Sex-Prevalence = \frac{\text{# of ASD patients with a specific comorbidity category}}{\text{# of inpatients with specific sex aged 1 ~ 20}} \]
The following plot and table show sex-specific prevalence for each general category:
| sex | DXCCSR_cat | prevalence_2 |
|---|---|---|
| female | BLD | 0.0848211 |
| female | CIR | 0.0708602 |
| female | DIG | 0.2355751 |
| female | EAR | 0.0289776 |
| female | END | 0.2639662 |
| female | EXT | 0.0232290 |
| female | EYE | 0.0337877 |
| female | FAC | 0.3480834 |
| female | GEN | 0.1028881 |
| female | INF | 0.1115697 |
| female | INJ | 0.1146200 |
| female | MAL | 0.1400780 |
| female | MBD | 0.3627482 |
| female | MUS | 0.0720334 |
| female | NEO | 0.0253408 |
| female | NVS | 0.3369381 |
| female | PNL | 0.0071564 |
| female | PRG | 0.0069218 |
| female | RSP | 0.1993238 |
| female | SKN | 0.0653463 |
| female | SYM | 0.3297817 |
| male | BLD | 0.3587927 |
| male | CIR | 0.3195678 |
| male | DIG | 0.9633181 |
| male | EAR | 0.1283875 |
| male | END | 0.9585386 |
| male | EXT | 0.0932828 |
| male | EYE | 0.1213006 |
| male | FAC | 1.5001063 |
| male | GEN | 0.2688061 |
| male | INF | 0.4449887 |
| male | INJ | 0.5893628 |
| male | MAL | 0.4901468 |
| male | MBD | 1.5571308 |
| male | MUS | 0.2416124 |
| male | NEO | 0.1499777 |
| male | NVS | 1.2734917 |
| male | PNL | 0.0296659 |
| male | RSP | 0.9781511 |
| male | SKN | 0.2989665 |
| male | SYM | 1.3712244 |
The following plot and table show sex-specific prevalence for each specific category:
## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
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## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
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## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
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## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
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## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
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## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
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## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
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## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
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## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
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## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
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## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
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## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
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## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
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## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
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## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
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## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
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## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
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## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
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## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
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## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
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## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
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## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
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## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
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## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
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## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
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## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
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## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
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## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
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## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
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## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
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## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
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## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
## multiple of shorter object length
## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
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## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
## multiple of shorter object length
## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
## multiple of shorter object length
## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
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## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
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## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
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## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
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## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
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## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
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## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
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## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
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## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
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| DXCCSR | sex | prevalence_2 |
|---|---|---|
| BLD001 | female | 0.0126704 |
| BLD001 | male | 0.0416971 |
| BLD001 | NA | NA |
| BLD002 | female | 0.0021117 |
| BLD002 | male | 0.0143385 |
| BLD003 | female | 0.0248715 |
| BLD003 | male | 0.0987216 |
| BLD003 | NA | NA |
| BLD004 | female | 0.0066871 |
| BLD004 | male | 0.0194477 |
| BLD005 | female | 0.0048100 |
| BLD005 | male | 0.0212606 |
| BLD006 | female | 0.0181843 |
| BLD006 | male | 0.0959198 |
| BLD006 | NA | NA |
| BLD007 | female | 0.0177151 |
| BLD007 | male | 0.0868552 |
| BLD008 | female | 0.0105586 |
| BLD008 | male | 0.0464766 |
| BLD009 | male | 0.0001648 |
| BLD010 | female | 0.0017598 |
| BLD010 | male | 0.0046147 |
| CIR001 | female | 0.0007039 |
| CIR001 | male | 0.0036258 |
| CIR002 | female | 0.0003520 |
| CIR002 | male | 0.0008241 |
| CIR003 | female | 0.0042235 |
| CIR003 | male | 0.0176347 |
| CIR004 | female | 0.0010559 |
| CIR004 | male | 0.0018129 |
| CIR005 | female | 0.0023464 |
| CIR005 | male | 0.0171403 |
| CIR006 | female | 0.0015251 |
| CIR006 | male | 0.0113719 |
| CIR007 | female | 0.0172458 |
| CIR007 | male | 0.0889977 |
| CIR008 | female | 0.0050447 |
| CIR008 | male | 0.0270289 |
| CIR009 | female | 0.0001173 |
| CIR009 | male | 0.0009889 |
| CIR010 | male | 0.0001648 |
| CIR011 | female | 0.0002346 |
| CIR011 | male | 0.0023073 |
| CIR012 | female | 0.0008212 |
| CIR012 | male | 0.0070869 |
| CIR013 | female | 0.0003520 |
| CIR013 | male | 0.0014833 |
| CIR014 | female | 0.0036369 |
| CIR014 | male | 0.0110423 |
| CIR015 | female | 0.0016425 |
| CIR015 | male | 0.0090646 |
| CIR016 | female | 0.0066871 |
| CIR016 | male | 0.0293363 |
| CIR017 | female | 0.0071564 |
| CIR017 | male | 0.0286770 |
| CIR018 | female | 0.0010559 |
| CIR018 | male | 0.0077461 |
| CIR019 | female | 0.0018771 |
| CIR019 | male | 0.0112071 |
| CIR020 | female | 0.0011732 |
| CIR020 | male | 0.0046147 |
| CIR021 | female | 0.0007039 |
| CIR021 | male | 0.0060980 |
| CIR022 | female | 0.0003520 |
| CIR022 | male | 0.0009889 |
| CIR023 | female | 0.0004693 |
| CIR023 | male | 0.0009889 |
| CIR024 | female | 0.0017598 |
| CIR024 | male | 0.0036258 |
| CIR025 | female | 0.0018771 |
| CIR025 | male | 0.0062628 |
| CIR026 | female | 0.0026983 |
| CIR026 | male | 0.0070869 |
| CIR027 | male | 0.0001648 |
| CIR028 | female | 0.0005866 |
| CIR028 | male | 0.0039555 |
| CIR029 | female | 0.0001173 |
| CIR029 | male | 0.0013185 |
| CIR030 | female | 0.0001173 |
| CIR030 | male | 0.0004944 |
| CIR031 | female | 0.0126704 |
| CIR031 | male | 0.0463118 |
| CIR032 | female | 0.0010559 |
| CIR032 | male | 0.0026370 |
| CIR033 | female | 0.0034022 |
| CIR033 | male | 0.0113719 |
| CIR034 | female | 0.0003520 |
| CIR034 | male | 0.0008241 |
| CIR036 | female | 0.0005866 |
| CIR036 | male | 0.0019777 |
| CIR037 | female | 0.0017598 |
| CIR037 | male | 0.0128552 |
| CIR038 | female | 0.0004693 |
| CIR038 | male | 0.0041203 |
| CIR039 | female | 0.0025810 |
| CIR039 | male | 0.0126904 |
| DIG001 | female | 0.0225251 |
| DIG001 | male | 0.0743296 |
| DIG001 | NA | NA |
| DIG002 | female | 0.0086816 |
| DIG002 | male | 0.0453229 |
| DIG003 | female | 0.0097374 |
| DIG003 | male | 0.0468062 |
| DIG003 | NA | NA |
| DIG004 | female | 0.0667541 |
| DIG004 | male | 0.2551268 |
| DIG005 | female | 0.0010559 |
| DIG005 | male | 0.0080757 |
| DIG006 | female | 0.0005866 |
| DIG006 | male | 0.0034610 |
| DIG007 | female | 0.0070391 |
| DIG007 | male | 0.0286770 |
| DIG008 | female | 0.0124357 |
| DIG008 | male | 0.0337862 |
| DIG009 | female | 0.0069218 |
| DIG009 | male | 0.0558708 |
| DIG010 | female | 0.0022290 |
| DIG010 | male | 0.0156570 |
| DIG011 | female | 0.0052793 |
| DIG011 | male | 0.0281826 |
| DIG012 | female | 0.0183017 |
| DIG012 | male | 0.0903162 |
| DIG012 | NA | NA |
| DIG013 | female | 0.0003520 |
| DIG013 | male | 0.0004944 |
| DIG014 | female | 0.0008212 |
| DIG014 | male | 0.0039555 |
| DIG015 | female | 0.0022290 |
| DIG015 | male | 0.0149978 |
| DIG016 | female | 0.0075084 |
| DIG016 | male | 0.0458174 |
| DIG017 | female | 0.0050447 |
| DIG017 | male | 0.0133497 |
| DIG018 | female | 0.0007039 |
| DIG018 | male | 0.0039555 |
| DIG019 | female | 0.0039888 |
| DIG019 | male | 0.0229087 |
| DIG020 | female | 0.0091508 |
| DIG020 | male | 0.0347750 |
| DIG021 | female | 0.0077430 |
| DIG021 | male | 0.0444989 |
| DIG022 | female | 0.0117318 |
| DIG022 | male | 0.0468062 |
| DIG023 | female | 0.0011732 |
| DIG023 | male | 0.0028018 |
| DIG024 | female | 0.0092681 |
| DIG024 | male | 0.0428508 |
| DIG025 | female | 0.1066423 |
| DIG025 | male | 0.3981825 |
| DIG025 | NA | NA |
| EAR001 | female | 0.0119665 |
| EAR001 | male | 0.0499376 |
| EAR002 | female | 0.0021117 |
| EAR002 | male | 0.0107127 |
| EAR003 | female | 0.0002346 |
| EAR003 | male | 0.0003296 |
| EAR004 | female | 0.0124357 |
| EAR004 | male | 0.0580133 |
| EAR004 | NA | NA |
| EAR005 | male | 0.0001648 |
| EAR006 | female | 0.0052793 |
| EAR006 | male | 0.0258753 |
| END001 | female | 0.0350782 |
| END001 | male | 0.0899866 |
| END002 | female | 0.0119665 |
| END002 | male | 0.0341158 |
| END003 | female | 0.0141955 |
| END003 | male | 0.0664187 |
| END004 | female | 0.0125531 |
| END004 | male | 0.0644410 |
| END005 | female | 0.0113799 |
| END005 | male | 0.0273586 |
| END006 | female | 0.0019944 |
| END006 | male | 0.0084053 |
| END007 | female | 0.0190056 |
| END007 | male | 0.0637817 |
| END008 | female | 0.0214692 |
| END008 | male | 0.0693853 |
| END008 | NA | NA |
| END009 | female | 0.0556089 |
| END009 | male | 0.1962895 |
| END009 | NA | NA |
| END010 | female | 0.0073911 |
| END010 | male | 0.0327973 |
| END011 | female | 0.1101619 |
| END011 | male | 0.4405388 |
| END011 | NA | NA |
| END012 | female | 0.0035195 |
| END012 | male | 0.0154922 |
| END013 | female | 0.0084469 |
| END013 | male | 0.0324677 |
| END014 | female | 0.0008212 |
| END014 | male | 0.0014833 |
| END015 | female | 0.0251061 |
| END015 | male | 0.0575189 |
| END015 | NA | NA |
| END016 | female | 0.0357821 |
| END016 | male | 0.1448685 |
| EXT002 | female | 0.0002346 |
| EXT002 | male | 0.0034610 |
| EXT004 | female | 0.0001173 |
| EXT004 | male | 0.0018129 |
| EXT011 | male | 0.0003296 |
| EXT012 | female | 0.0001173 |
| EXT012 | male | 0.0003296 |
| EXT014 | female | 0.0146648 |
| EXT014 | male | 0.0468062 |
| EXT015 | female | 0.0014078 |
| EXT015 | male | 0.0056036 |
| EXT017 | female | 0.0003520 |
| EXT017 | male | 0.0044499 |
| EXT018 | female | 0.0049274 |
| EXT018 | male | 0.0273586 |
| EXT019 | female | 0.0024637 |
| EXT019 | male | 0.0054388 |
| EXT020 | female | 0.0086816 |
| EXT020 | male | 0.0530690 |
| EXT021 | female | 0.0119665 |
| EXT021 | male | 0.0276882 |
| EXT022 | female | 0.0022290 |
| EXT022 | male | 0.0080757 |
| EXT023 | female | 0.0003520 |
| EXT023 | male | 0.0051091 |
| EYE001 | female | 0.0045754 |
| EYE001 | male | 0.0166459 |
| EYE002 | female | 0.0005866 |
| EYE002 | male | 0.0024722 |
| EYE003 | female | 0.0008212 |
| EYE003 | male | 0.0037906 |
| EYE004 | female | 0.0002346 |
| EYE004 | male | 0.0014833 |
| EYE005 | female | 0.0016425 |
| EYE005 | male | 0.0074165 |
| EYE006 | female | 0.0049274 |
| EYE006 | male | 0.0171403 |
| EYE007 | female | 0.0071564 |
| EYE007 | male | 0.0141737 |
| EYE008 | female | 0.0011732 |
| EYE008 | male | 0.0088998 |
| EYE009 | female | 0.0023464 |
| EYE009 | male | 0.0085702 |
| EYE010 | female | 0.0122011 |
| EYE010 | male | 0.0471358 |
| EYE012 | female | 0.0042235 |
| EYE012 | male | 0.0128552 |
| FAC002 | male | 0.0006592 |
| FAC003 | female | 0.0016425 |
| FAC003 | male | 0.0069220 |
| FAC004 | male | 0.0003296 |
| FAC005 | female | 0.0001173 |
| FAC006 | female | 0.0084469 |
| FAC006 | male | 0.0624632 |
| FAC006 | NA | NA |
| FAC007 | female | 0.0007039 |
| FAC007 | male | 0.0014833 |
| FAC008 | male | 0.0009889 |
| FAC009 | female | 0.0218212 |
| FAC009 | male | 0.0931180 |
| FAC010 | female | 0.0076257 |
| FAC010 | male | 0.0301603 |
| FAC011 | female | 0.0001173 |
| FAC012 | female | 0.0050447 |
| FAC012 | male | 0.0192828 |
| FAC013 | female | 0.0008212 |
| FAC014 | female | 0.0002346 |
| FAC014 | male | 0.0047795 |
| FAC015 | female | 0.0003520 |
| FAC015 | male | 0.0029666 |
| FAC016 | female | 0.0123184 |
| FAC016 | male | 0.0555412 |
| FAC017 | female | 0.0041061 |
| FAC017 | male | 0.0176347 |
| FAC019 | female | 0.0435251 |
| FAC019 | male | 0.2004097 |
| FAC020 | female | 0.0051620 |
| FAC020 | male | 0.0210958 |
| FAC021 | female | 0.1385529 |
| FAC021 | male | 0.5587080 |
| FAC021 | NA | NA |
| FAC022 | female | 0.0036369 |
| FAC022 | male | 0.0280178 |
| FAC023 | female | 0.0070391 |
| FAC023 | male | 0.0262049 |
| FAC023 | NA | NA |
| FAC024 | female | 0.0018771 |
| FAC024 | male | 0.0056036 |
| FAC025 | female | 0.1836031 |
| FAC025 | male | 0.8041110 |
| FAC025 | NA | NA |
| GEN001 | female | 0.0012905 |
| GEN001 | male | 0.0121960 |
| GEN002 | female | 0.0117318 |
| GEN002 | male | 0.0604855 |
| GEN003 | female | 0.0066871 |
| GEN003 | male | 0.0291715 |
| GEN004 | female | 0.0390670 |
| GEN004 | male | 0.0476303 |
| GEN005 | female | 0.0021117 |
| GEN005 | male | 0.0090646 |
| GEN006 | female | 0.0075084 |
| GEN006 | male | 0.0331269 |
| GEN007 | female | 0.0062179 |
| GEN007 | male | 0.0262049 |
| GEN007 | NA | NA |
| GEN008 | female | 0.0165419 |
| GEN008 | male | 0.0720222 |
| GEN008 | NA | NA |
| GEN009 | female | 0.0034022 |
| GEN009 | male | 0.0151626 |
| GEN010 | female | 0.0008212 |
| GEN010 | male | 0.0034610 |
| GEN011 | female | 0.0034022 |
| GEN011 | male | 0.0075813 |
| GEN013 | male | 0.0046147 |
| GEN016 | male | 0.0131848 |
| GEN017 | female | 0.0005866 |
| GEN017 | male | 0.0052739 |
| GEN018 | female | 0.0057486 |
| GEN019 | female | 0.0001173 |
| GEN021 | female | 0.0099721 |
| GEN022 | female | 0.0028156 |
| GEN023 | female | 0.0002346 |
| GEN024 | female | 0.0002346 |
| GEN025 | female | 0.0096201 |
| GEN026 | female | 0.0007039 |
| GEN026 | male | 0.0016481 |
| INF001 | female | 0.0002346 |
| INF001 | male | 0.0001648 |
| INF002 | female | 0.0132570 |
| INF002 | male | 0.0593318 |
| INF003 | female | 0.0564301 |
| INF003 | male | 0.2226592 |
| INF003 | NA | NA |
| INF004 | female | 0.0130223 |
| INF004 | male | 0.0420267 |
| INF005 | male | 0.0003296 |
| INF006 | female | 0.0001173 |
| INF006 | male | 0.0003296 |
| INF007 | female | 0.0007039 |
| INF007 | male | 0.0024722 |
| INF008 | female | 0.0456368 |
| INF008 | male | 0.1941469 |
| INF009 | female | 0.0056313 |
| INF009 | male | 0.0138441 |
| INF010 | female | 0.0002346 |
| INF010 | male | 0.0001648 |
| INF011 | female | 0.0010559 |
| INF011 | male | 0.0019777 |
| INJ001 | female | 0.0015251 |
| INJ001 | male | 0.0161514 |
| INJ002 | female | 0.0015251 |
| INJ002 | male | 0.0041203 |
| INJ003 | female | 0.0007039 |
| INJ003 | male | 0.0037906 |
| INJ004 | female | 0.0026983 |
| INJ004 | male | 0.0176347 |
| INJ005 | female | 0.0044581 |
| INJ005 | male | 0.0215902 |
| INJ006 | female | 0.0005866 |
| INJ006 | male | 0.0064276 |
| INJ007 | female | 0.0007039 |
| INJ007 | male | 0.0018129 |
| INJ008 | female | 0.0029330 |
| INJ008 | male | 0.0215902 |
| INJ009 | female | 0.0002346 |
| INJ009 | male | 0.0006592 |
| INJ010 | female | 0.0018771 |
| INJ010 | male | 0.0085702 |
| INJ011 | female | 0.0022290 |
| INJ011 | male | 0.0153274 |
| INJ012 | female | 0.0032849 |
| INJ012 | male | 0.0163163 |
| INJ013 | female | 0.0002346 |
| INJ013 | male | 0.0031314 |
| INJ014 | female | 0.0001173 |
| INJ014 | male | 0.0009889 |
| INJ015 | male | 0.0001648 |
| INJ016 | male | 0.0011537 |
| INJ017 | female | 0.0073911 |
| INJ017 | male | 0.0474655 |
| INJ018 | female | 0.0002346 |
| INJ018 | male | 0.0004944 |
| INJ019 | female | 0.0019944 |
| INJ019 | male | 0.0097238 |
| INJ020 | female | 0.0029330 |
| INJ020 | male | 0.0234031 |
| INJ021 | female | 0.0008212 |
| INJ021 | male | 0.0057684 |
| INJ022 | female | 0.0146648 |
| INJ022 | male | 0.0468062 |
| INJ023 | female | 0.0018771 |
| INJ023 | male | 0.0090646 |
| INJ024 | female | 0.0001173 |
| INJ024 | male | 0.0018129 |
| INJ025 | female | 0.0001173 |
| INJ025 | male | 0.0029666 |
| INJ026 | female | 0.0005866 |
| INJ026 | male | 0.0046147 |
| INJ027 | female | 0.0045754 |
| INJ027 | male | 0.0115367 |
| INJ028 | female | 0.0102067 |
| INJ028 | male | 0.0632873 |
| INJ029 | female | 0.0011732 |
| INJ029 | male | 0.0042851 |
| INJ030 | female | 0.0090335 |
| INJ030 | male | 0.0446637 |
| INJ031 | female | 0.0314413 |
| INJ031 | male | 0.1743696 |
| INJ032 | female | 0.0022290 |
| INJ032 | male | 0.0080757 |
| INJ033 | female | 0.0021117 |
| INJ033 | male | 0.0121960 |
| INJ034 | female | 0.0003520 |
| INJ034 | male | 0.0021425 |
| INJ035 | female | 0.0011732 |
| INJ035 | male | 0.0044499 |
| INJ036 | female | 0.0025810 |
| INJ036 | male | 0.0120312 |
| INJ037 | female | 0.0112626 |
| INJ037 | male | 0.0614744 |
| INJ038 | female | 0.0001173 |
| INJ038 | male | 0.0008241 |
| INJ039 | female | 0.0003520 |
| INJ039 | male | 0.0003296 |
| INJ041 | female | 0.0004693 |
| INJ041 | male | 0.0016481 |
| INJ042 | female | 0.0003520 |
| INJ042 | male | 0.0019777 |
| INJ043 | male | 0.0001648 |
| INJ044 | male | 0.0001648 |
| INJ045 | female | 0.0001173 |
| INJ045 | male | 0.0011537 |
| INJ046 | male | 0.0003296 |
| INJ047 | male | 0.0003296 |
| INJ048 | female | 0.0003520 |
| INJ048 | male | 0.0011537 |
| INJ049 | female | 0.0003520 |
| INJ049 | male | 0.0024722 |
| INJ050 | male | 0.0001648 |
| INJ054 | female | 0.0003520 |
| INJ054 | male | 0.0029666 |
| INJ056 | female | 0.0001173 |
| INJ056 | male | 0.0003296 |
| INJ057 | female | 0.0001173 |
| INJ057 | male | 0.0001648 |
| INJ059 | female | 0.0009385 |
| INJ059 | male | 0.0009889 |
| INJ060 | male | 0.0003296 |
| INJ061 | female | 0.0001173 |
| INJ061 | male | 0.0004944 |
| INJ063 | male | 0.0003296 |
| INJ064 | male | 0.0001648 |
| INJ065 | female | 0.0001173 |
| INJ065 | male | 0.0004944 |
| INJ066 | male | 0.0003296 |
| INJ068 | female | 0.0003520 |
| INJ068 | male | 0.0004944 |
| INJ069 | male | 0.0001648 |
| INJ072 | female | 0.0001173 |
| INJ072 | male | 0.0008241 |
| INJ073 | female | 0.0002346 |
| INJ073 | male | 0.0026370 |
| INJ074 | female | 0.0001173 |
| INJ074 | male | 0.0008241 |
| INJ075 | female | 0.0002346 |
| INJ075 | male | 0.0011537 |
| INJ076 | female | 0.0001173 |
| MAL001 | female | 0.0305028 |
| MAL001 | male | 0.1175100 |
| MAL002 | female | 0.0052793 |
| MAL002 | male | 0.0202717 |
| MAL003 | female | 0.0053966 |
| MAL003 | male | 0.0331269 |
| MAL004 | female | 0.0283910 |
| MAL004 | male | 0.0861960 |
| MAL005 | female | 0.0029330 |
| MAL005 | male | 0.0084053 |
| MAL006 | female | 0.0010559 |
| MAL006 | male | 0.0052739 |
| MAL007 | female | 0.0030503 |
| MAL007 | male | 0.0166459 |
| MAL008 | female | 0.0180670 |
| MAL008 | male | 0.0693853 |
| MAL009 | female | 0.0468100 |
| MAL009 | male | 0.1343207 |
| MAL010 | female | 0.0260447 |
| MAL010 | male | 0.0766369 |
| MBD001 | female | 0.0396536 |
| MBD001 | male | 0.1690957 |
| MBD001 | NA | NA |
| MBD002 | female | 0.1154412 |
| MBD002 | male | 0.3421469 |
| MBD003 | female | 0.0621787 |
| MBD003 | male | 0.2429309 |
| MBD003 | NA | NA |
| MBD004 | female | 0.0622960 |
| MBD004 | male | 0.3368729 |
| MBD005 | female | 0.1454747 |
| MBD005 | male | 0.5104185 |
| MBD006 | female | 0.0286257 |
| MBD006 | male | 0.1097639 |
| MBD007 | female | 0.0533798 |
| MBD007 | male | 0.1714030 |
| MBD008 | female | 0.0977261 |
| MBD008 | male | 0.5746946 |
| MBD009 | female | 0.0210000 |
| MBD009 | male | 0.0379064 |
| MBD010 | female | 0.0145475 |
| MBD010 | male | 0.0323029 |
| MBD010 | NA | NA |
| MBD011 | female | 0.0026983 |
| MBD011 | male | 0.0056036 |
| MBD012 | female | 0.0488044 |
| MBD012 | male | 0.1641514 |
| MBD013 | female | 0.0153687 |
| MBD013 | male | 0.0290067 |
| MBD017 | female | 0.0025810 |
| MBD017 | male | 0.0093942 |
| MBD018 | female | 0.0012905 |
| MBD018 | male | 0.0095590 |
| MBD019 | female | 0.0079776 |
| MBD019 | male | 0.0486191 |
| MBD020 | female | 0.0025810 |
| MBD020 | male | 0.0141737 |
| MBD021 | female | 0.0014078 |
| MBD021 | male | 0.0113719 |
| MBD022 | female | 0.0001173 |
| MBD022 | male | 0.0006592 |
| MBD023 | female | 0.0001173 |
| MBD023 | male | 0.0004944 |
| MBD024 | female | 0.0058659 |
| MBD024 | male | 0.0418619 |
| MBD025 | female | 0.0011732 |
| MBD025 | male | 0.0087350 |
| MBD026 | female | 0.0004693 |
| MBD026 | male | 0.0011537 |
| MBD027 | female | 0.0009385 |
| MBD027 | male | 0.0009889 |
| MBD028 | male | 0.0001648 |
| MBD032 | female | 0.0001173 |
| MBD034 | female | 0.0001173 |
| MBD034 | male | 0.0001648 |
| MUS001 | female | 0.0002346 |
| MUS001 | male | 0.0044499 |
| MUS002 | female | 0.0028156 |
| MUS002 | male | 0.0120312 |
| MUS003 | female | 0.0008212 |
| MUS003 | male | 0.0013185 |
| MUS004 | female | 0.0022290 |
| MUS004 | male | 0.0042851 |
| MUS005 | female | 0.0001173 |
| MUS005 | male | 0.0001648 |
| MUS006 | female | 0.0009385 |
| MUS006 | male | 0.0029666 |
| MUS007 | female | 0.0019944 |
| MUS007 | male | 0.0107127 |
| MUS008 | male | 0.0011537 |
| MUS009 | female | 0.0012905 |
| MUS009 | male | 0.0070869 |
| MUS010 | female | 0.0066871 |
| MUS010 | male | 0.0309844 |
| MUS011 | female | 0.0046927 |
| MUS011 | male | 0.0153274 |
| MUS012 | female | 0.0001173 |
| MUS012 | male | 0.0001648 |
| MUS013 | female | 0.0016425 |
| MUS013 | male | 0.0024722 |
| MUS014 | female | 0.0004693 |
| MUS014 | male | 0.0023073 |
| MUS015 | male | 0.0001648 |
| MUS016 | male | 0.0014833 |
| MUS017 | male | 0.0004944 |
| MUS020 | male | 0.0001648 |
| MUS021 | female | 0.0025810 |
| MUS021 | male | 0.0112071 |
| MUS022 | female | 0.0278044 |
| MUS022 | male | 0.0669131 |
| MUS023 | female | 0.0031676 |
| MUS023 | male | 0.0158218 |
| MUS024 | female | 0.0058659 |
| MUS024 | male | 0.0156570 |
| MUS025 | female | 0.0037542 |
| MUS025 | male | 0.0097238 |
| MUS026 | female | 0.0068045 |
| MUS026 | male | 0.0337862 |
| MUS027 | female | 0.0001173 |
| MUS027 | male | 0.0004944 |
| MUS028 | female | 0.0030503 |
| MUS028 | male | 0.0156570 |
| MUS029 | female | 0.0012905 |
| MUS029 | male | 0.0084053 |
| MUS030 | female | 0.0003520 |
| MUS030 | male | 0.0024722 |
| MUS031 | male | 0.0001648 |
| MUS033 | male | 0.0003296 |
| MUS036 | male | 0.0001648 |
| MUS037 | female | 0.0003520 |
| MUS037 | male | 0.0008241 |
| MUS038 | female | 0.0018771 |
| MUS038 | male | 0.0044499 |
| NEO001 | male | 0.0003296 |
| NEO002 | male | 0.0003296 |
| NEO003 | male | 0.0004944 |
| NEO006 | male | 0.0008241 |
| NEO007 | female | 0.0001173 |
| NEO007 | male | 0.0004944 |
| NEO011 | male | 0.0008241 |
| NEO015 | male | 0.0014833 |
| NEO017 | male | 0.0006592 |
| NEO020 | male | 0.0003296 |
| NEO022 | male | 0.0003296 |
| NEO023 | female | 0.0019944 |
| NEO023 | male | 0.0151626 |
| NEO024 | female | 0.0005866 |
| NEO024 | male | 0.0047795 |
| NEO025 | male | 0.0001648 |
| NEO033 | female | 0.0005866 |
| NEO040 | male | 0.0036258 |
| NEO043 | male | 0.0009889 |
| NEO045 | female | 0.0001173 |
| NEO045 | male | 0.0031314 |
| NEO048 | female | 0.0030503 |
| NEO048 | male | 0.0107127 |
| NEO049 | female | 0.0001173 |
| NEO049 | male | 0.0006592 |
| NEO050 | female | 0.0002346 |
| NEO050 | male | 0.0013185 |
| NEO055 | female | 0.0001173 |
| NEO056 | female | 0.0008212 |
| NEO056 | male | 0.0041203 |
| NEO056 | NA | NA |
| NEO057 | female | 0.0008212 |
| NEO057 | male | 0.0029666 |
| NEO058 | female | 0.0008212 |
| NEO058 | male | 0.0065924 |
| NEO059 | female | 0.0037542 |
| NEO059 | male | 0.0266993 |
| NEO059 | NA | NA |
| NEO060 | female | 0.0007039 |
| NEO060 | male | 0.0041203 |
| NEO062 | male | 0.0001648 |
| NEO064 | female | 0.0003520 |
| NEO064 | male | 0.0013185 |
| NEO065 | male | 0.0008241 |
| NEO066 | female | 0.0001173 |
| NEO068 | female | 0.0002346 |
| NEO068 | male | 0.0016481 |
| NEO069 | female | 0.0002346 |
| NEO069 | male | 0.0023073 |
| NEO070 | female | 0.0016425 |
| NEO070 | male | 0.0194477 |
| NEO071 | male | 0.0009889 |
| NEO072 | female | 0.0026983 |
| NEO072 | male | 0.0179644 |
| NEO073 | female | 0.0069218 |
| NEO073 | male | 0.0206013 |
| NEO074 | female | 0.0049274 |
| NEO074 | male | 0.0323029 |
| NVS001 | female | 0.0011732 |
| NVS001 | male | 0.0077461 |
| NVS002 | female | 0.0026983 |
| NVS002 | male | 0.0080757 |
| NVS004 | female | 0.0011732 |
| NVS004 | male | 0.0032962 |
| NVS005 | female | 0.0001173 |
| NVS005 | male | 0.0009889 |
| NVS006 | female | 0.0138436 |
| NVS006 | male | 0.0517505 |
| NVS007 | female | 0.0441117 |
| NVS007 | male | 0.1283875 |
| NVS008 | female | 0.0062179 |
| NVS008 | male | 0.0202717 |
| NVS009 | female | 0.2206757 |
| NVS009 | male | 0.8154830 |
| NVS010 | female | 0.0274525 |
| NVS010 | male | 0.0919643 |
| NVS011 | female | 0.0048100 |
| NVS011 | male | 0.0140089 |
| NVS012 | female | 0.0001173 |
| NVS012 | male | 0.0003296 |
| NVS013 | female | 0.0031676 |
| NVS013 | male | 0.0201069 |
| NVS014 | female | 0.0005866 |
| NVS014 | male | 0.0011537 |
| NVS015 | female | 0.0029330 |
| NVS015 | male | 0.0169755 |
| NVS016 | female | 0.0587765 |
| NVS016 | male | 0.2304053 |
| NVS017 | female | 0.0017598 |
| NVS017 | male | 0.0069220 |
| NVS018 | female | 0.0017598 |
| NVS018 | male | 0.0191180 |
| NVS019 | female | 0.0109106 |
| NVS019 | male | 0.0360935 |
| NVS020 | female | 0.0364860 |
| NVS020 | male | 0.1330022 |
| NVS021 | female | 0.0010559 |
| NVS021 | male | 0.0044499 |
| NVS022 | female | 0.0011732 |
| NVS022 | male | 0.0013185 |
| PNL002 | female | 0.0001173 |
| PNL002 | male | 0.0003296 |
| PNL004 | female | 0.0001173 |
| PNL006 | female | 0.0035195 |
| PNL006 | male | 0.0103831 |
| PNL009 | male | 0.0003296 |
| PNL010 | female | 0.0002346 |
| PNL010 | male | 0.0013185 |
| PNL013 | female | 0.0001173 |
| PNL013 | male | 0.0006592 |
| PNL014 | male | 0.0001648 |
| PNL015 | female | 0.0031676 |
| PNL015 | male | 0.0169755 |
| PRG002 | female | 0.0050447 |
| PRG008 | female | 0.0009385 |
| PRG010 | female | 0.0003520 |
| PRG011 | female | 0.0004693 |
| PRG013 | female | 0.0005866 |
| PRG014 | female | 0.0002346 |
| PRG017 | female | 0.0001173 |
| PRG018 | female | 0.0001173 |
| PRG019 | female | 0.0001173 |
| PRG020 | female | 0.0010559 |
| PRG021 | female | 0.0001173 |
| PRG022 | female | 0.0005866 |
| PRG023 | female | 0.0049274 |
| PRG024 | female | 0.0019944 |
| PRG026 | female | 0.0023464 |
| PRG027 | female | 0.0008212 |
| PRG028 | female | 0.0025810 |
| PRG029 | female | 0.0003520 |
| PRG030 | female | 0.0049274 |
| RSP001 | female | 0.0071564 |
| RSP001 | male | 0.0339510 |
| RSP002 | female | 0.0373072 |
| RSP002 | male | 0.1562405 |
| RSP003 | female | 0.0057486 |
| RSP003 | male | 0.0324677 |
| RSP004 | female | 0.0068045 |
| RSP004 | male | 0.0299955 |
| RSP005 | female | 0.0061006 |
| RSP005 | male | 0.0219198 |
| RSP006 | female | 0.0279218 |
| RSP006 | male | 0.1353095 |
| RSP007 | female | 0.0197095 |
| RSP007 | male | 0.0980623 |
| RSP008 | female | 0.0012905 |
| RSP008 | male | 0.0113719 |
| RSP009 | female | 0.0966703 |
| RSP009 | male | 0.5259107 |
| RSP009 | NA | NA |
| RSP010 | female | 0.0073911 |
| RSP010 | male | 0.0400490 |
| RSP011 | female | 0.0131396 |
| RSP011 | male | 0.0680668 |
| RSP012 | female | 0.0192402 |
| RSP012 | male | 0.0913051 |
| RSP013 | female | 0.0001173 |
| RSP013 | male | 0.0021425 |
| RSP014 | female | 0.0012905 |
| RSP014 | male | 0.0108775 |
| RSP015 | female | 0.0001173 |
| RSP015 | male | 0.0004944 |
| RSP016 | female | 0.0082123 |
| RSP016 | male | 0.0405434 |
| RSP017 | female | 0.0018771 |
| RSP017 | male | 0.0154922 |
| SKN001 | female | 0.0208827 |
| SKN001 | male | 0.1018530 |
| SKN002 | female | 0.0177151 |
| SKN002 | male | 0.0809220 |
| SKN002 | NA | NA |
| SKN003 | female | 0.0032849 |
| SKN003 | male | 0.0077461 |
| SKN004 | female | 0.0008212 |
| SKN004 | male | 0.0023073 |
| SKN005 | female | 0.0070391 |
| SKN005 | male | 0.0164811 |
| SKN006 | female | 0.0005866 |
| SKN006 | male | 0.0013185 |
| SKN007 | female | 0.0213519 |
| SKN007 | male | 0.1132249 |
| SKN007 | NA | NA |
| SYM001 | female | 0.0059832 |
| SYM001 | male | 0.0161514 |
| SYM002 | female | 0.0199441 |
| SYM002 | male | 0.0889977 |
| SYM002 | NA | NA |
| SYM003 | female | 0.0042235 |
| SYM003 | male | 0.0217550 |
| SYM004 | female | 0.0312067 |
| SYM004 | male | 0.1163563 |
| SYM004 | NA | NA |
| SYM005 | female | 0.0133743 |
| SYM005 | male | 0.0553764 |
| SYM006 | female | 0.0302681 |
| SYM006 | male | 0.1278930 |
| SYM007 | female | 0.0043408 |
| SYM007 | male | 0.0234031 |
| SYM008 | female | 0.0268659 |
| SYM008 | male | 0.1275634 |
| SYM009 | male | 0.0001648 |
| SYM010 | female | 0.0519720 |
| SYM010 | male | 0.1994209 |
| SYM011 | female | 0.0096201 |
| SYM011 | male | 0.0458174 |
| SYM012 | female | 0.0309720 |
| SYM012 | male | 0.1386057 |
| SYM013 | female | 0.0308547 |
| SYM013 | male | 0.1381113 |
| SYM014 | female | 0.0106760 |
| SYM014 | male | 0.0431804 |
| SYM015 | female | 0.0080950 |
| SYM015 | male | 0.0235679 |
| SYM016 | female | 0.1427764 |
| SYM016 | male | 0.5517860 |
| SYM016 | NA | NA |
| SYM017 | female | 0.0261620 |
| SYM017 | male | 0.0985568 |
# match names for abbr.
CCSR_cat_match = function(code,df=ccsr_reference_abbr){
terms = df %>%
filter(`3-Character Abbreviation`==code)
return(terms$`ICD-10-CM Diagnosis Chapter`)
}
CCSR_sub_match = function(code,df=ccsr_reference_icd){
terms = df %>%
filter(`CCSR Category`==code) %>%
select(3,4) %>%
distinct()
return(terms$`CCSR Category Description`)
}
# calculate 95 CI
SMR_L = function(obs,expected){
SMR_L = qchisq(0.025, df = 2 * obs) / (2 * expected)
return(SMR_L)
}
SMR_U = function(obs,expected){
SMR_U = qchisq(1-0.025, df = (2 * obs) + 2) / (2 * expected)
return(SMR_U)
}
get_CI = function(df){
df = df %>%
mutate(CI_L = unlist(map2(obs, expected, SMR_L)),
CI_U = unlist(map2(obs, expected, SMR_U)))
return(df)
}
This updated report is for calculating SMR. In the following sections, we are going to calculate:
Generally, the formula for SMR is:
\[ SMR = \frac{\text{# of observed categories}}{\text{# of expeected caregories}} \] where
\[ \text{# of expeected patients in the caregory} = \text{# of ASD patients}*\frac{\text{# of inpatients in the category}}{\text{# of inpatients at risk}} \]
Note: the original data was too large for a normal laptop to work with. So here I directly import the statistics that I have obtained from a more advanced device, thus the original codes for processing the data cannot be seen.
The following table and charts are crude SMRs for the 21 general categories and 540 specific categories:
## Warning: Missing column names filled in: 'X1' [1]
## Parsed with column specification:
## cols(
## X1 = col_double(),
## DXCCSR_cat = col_character(),
## crude_prop = col_double(),
## crude_expected = col_double()
## )
## Warning: Missing column names filled in: 'X1' [1]
## Parsed with column specification:
## cols(
## X1 = col_double(),
## DXCCSR_cat = col_character(),
## crude_prop = col_double(),
## crude_expected = col_double()
## )
| DXCCSR_cat | SMR | description |
|---|---|---|
| NVS | 2.1198371 | Diseases of the Nervous System |
| PNL | 2.1133908 | Certain Conditions Originating in the Perinatal Period |
| MAL | 1.7607162 | Congenital Malformations, Deformations and Chromosomal Abnormalities |
| MBD | 1.5039697 | Mental, Behavioral and Neurodevelopmental Disorders |
| EYE | 1.4190791 | Diseases of the Eye and Adnexa |
| SYM | 1.3546962 | Symptoms, Signs and Abnormal Clinical and Laboratory Findings, Not Elsewhere Classified |
| DIG | 1.2612145 | Diseases of the Digestive System |
| EAR | 1.1606802 | Diseases of the Ear and Mastoid Process |
| END | 1.1188861 | Endocrine, Nutritional and Metabolic Diseases |
| FAC | 1.0947657 | Factors Influencing Health Status and Contact with Health Services |
| SKN | 1.0371924 | Diseases of the Skin and Subcutaneous Tissue |
| INJ | 1.0070556 | Injury, Poisoning and Certain Other Consequences of External Causes |
| EXT | 0.9906816 | External Causes of Morbidity |
| RSP | 0.9533524 | Diseases of the Respiratory System |
| MUS | 0.9438118 | Diseases of the Musculoskeletal System and Connective Tissue |
| CIR | 0.8836528 | Diseases of the Circulatory System |
| GEN | 0.8309342 | Diseases of the Genitourinary System |
| INF | 0.7375357 | Certain Infectious and Parasitic Diseases |
| BLD | 0.6520680 | Diseases of the Blood and Blood Forming Organs and Certain Disorders Involving the Immune Mechanism |
| NEO | 0.6458904 | Neoplasms |
| PRG | 0.0107171 | Pregnancy, Childbirth and the Puerperium |
## Warning: Missing column names filled in: 'X1' [1]
## Parsed with column specification:
## cols(
## X1 = col_character(),
## x = col_double()
## )
| DXCCSR | x | obs | SMR | description |
|---|---|---|---|---|
| INJ066 | 0.0592491 | 2 | 33.7557907 | Underdosing of drugs and medicaments, subsequent encounter |
| NEO006 | 0.1777473 | 5 | 28.1298256 | Head and neck cancers - hypopharyngeal |
| NEO003 | 0.1579976 | 3 | 18.9876323 | Head and neck cancers - throat |
| NEO007 | 0.3949940 | 4 | 10.1267372 | Head and neck cancers - pharyngeal |
| PNL010 | 1.2047316 | 10 | 8.3006043 | Newborn affected by maternal conditions or complications of labor/delivery |
| NVS004 | 3.6536941 | 30 | 8.2108680 | Parkinson`s disease |
| PNL015 | 16.7477438 | 130 | 7.7622396 | Fetal alcohol syndrome |
| MUS020 | 0.1382479 | 1 | 7.2333837 | Pathological, stress and atypical fractures, sequela |
| MUS017 | 0.4147437 | 3 | 7.2333837 | Stress fracture, subsequent encounter |
| MBD006 | 138.5243807 | 910 | 6.5692407 | Obsessive-compulsive and related disorders |
| PNL014 | 0.1579976 | 1 | 6.3292108 | Neonatal abstinence syndrome |
| INJ054 | 3.3179492 | 21 | 6.3292108 | Superficial injury; contusion, subsequent encounter |
| NEO065 | 0.8097376 | 5 | 6.1748398 | Multiple myeloma |
| INJ057 | 0.3357449 | 2 | 5.9569042 | Effect of foreign body entering opening, subsequent encounter |
| MBD008 | 821.8244267 | 4320 | 5.2565972 | Disruptive, impulse-control and conduct disorders |
| EXT011 | 0.4344934 | 2 | 4.6030624 | External cause codes: natural/environment; initial encounter |
| INJ068 | 1.3824788 | 6 | 4.3400302 | Maltreatment/abuse, subsequent encounter |
| MBD004 | 599.9168217 | 2575 | 4.2922617 | Other specified and unspecified mood disorders |
| SYM008 | 234.6461601 | 1003 | 4.2745213 | Symptoms of mental and substance use conditions |
| GEN008 | 138.3466334 | 579 | 4.1851398 | Urinary incontinence |
| INJ048 | 2.4489625 | 10 | 4.0833618 | Open wounds of head and neck, subsequent encounter |
| CIR010 | 0.2567461 | 1 | 3.8948989 | Complications of acute myocardial infarction |
| NVS009 | 1807.9465898 | 6829 | 3.7772134 | Epilepsy; convulsions |
| INJ061 | 1.1454825 | 4 | 3.4919783 | Sprains and strains, subsequent encounter |
| INJ060 | 0.5727412 | 2 | 3.4919783 | Toxic effects, subsequent encounter |
| INJ074 | 1.7379734 | 6 | 3.4522968 | Effect of other external causes, sequela |
| INJ075 | 2.6859589 | 9 | 3.3507586 | Poisoning/toxic effect/adverse effects/underdosing, sequela |
| MAL009 | 381.2876666 | 1214 | 3.1839477 | Chromosomal abnormalities |
| INJ029 | 11.3363266 | 36 | 3.1756319 | Underdosing of drugs and medicaments, initial encounter |
| MBD028 | 0.3159952 | 1 | 3.1646054 | Opioid-related disorders; subsequent encounter |
| NVS022 | 5.7866615 | 18 | 3.1106019 | Sequela of specified nervous system conditions |
| INF011 | 6.8333955 | 21 | 3.0731428 | Sequela of specified infectious disease conditions |
| MUS016 | 2.9427050 | 9 | 3.0584106 | Stress fracture, initial encounter |
| INJ063 | 0.7109891 | 2 | 2.8129826 | Other specified injury, subsequent encounter |
| INJ069 | 0.3554946 | 1 | 2.8129826 | Complication of cardiovascular device, implant or graft, subsequent encounter |
| MBD001 | 485.3093251 | 1365 | 2.8126391 | Schizophrenia spectrum and other psychotic disorders |
| FAC003 | 20.4409373 | 56 | 2.7396004 | Encounter for observation and examination for conditions ruled out (excludes infectious disease, neoplasm, mental disorders) |
| SYM016 | 1707.9933690 | 4566 | 2.6733125 | Other general signs and symptoms |
| INJ049 | 6.8333955 | 18 | 2.6341224 | Open wounds to limbs, subsequent encounter |
| EXT018 | 80.7960139 | 208 | 2.5743844 | External cause codes: other specified, classifiable and NEC; initial encounter |
| BLD009 | 0.3949940 | 1 | 2.5316843 | Postprocedural or postoperative complications of the spleen |
| MBD032 | 0.3949940 | 1 | 2.5316843 | Sedative-related disorders; subsequent encounter |
| MBD034 | 0.7899879 | 2 | 2.5316843 | Mental and substance use disorders; sequela |
| INJ020 | 66.0429896 | 167 | 2.5286560 | Effect of foreign body entering opening, initial encounter |
| EYE003 | 11.8893181 | 30 | 2.5232734 | Glaucoma |
| INJ028 | 188.1948708 | 471 | 2.5027250 | Adverse effects of drugs and medicaments, initial encounter |
| MBD003 | 810.4091014 | 2005 | 2.4740591 | Bipolar and related disorders |
| EYE002 | 8.2948731 | 20 | 2.4111279 | Cataract and other lens disorders |
| INJ064 | 0.4147437 | 1 | 2.4111279 | Other unspecified injuries, subsequent encounter |
| MBD027 | 5.9446591 | 14 | 2.3550552 | Suicide attempt/intentional self-harm; subsequent encounter |
| EXT022 | 28.8938079 | 68 | 2.3534454 | External cause codes: intent of injury, assault |
| EYE009 | 30.6515311 | 72 | 2.3489854 | Refractive error |
| MAL010 | 296.6602113 | 687 | 2.3157807 | Other specified and unspecified congenital anomalies |
| INJ059 | 6.2409045 | 14 | 2.2432646 | Poisoning by drugs, subsequent encounter |
| NVS016 | 854.1744318 | 1899 | 2.2231993 | Sleep wake disorders |
| INJ032 | 30.7502795 | 68 | 2.2113620 | Maltreatment/abuse |
| INJ017 | 165.6802152 | 351 | 2.1185390 | Superficial injury; contusion, initial encounter |
| DIG025 | 1630.5350541 | 3327 | 2.0404345 | Other specified and unspecified gastrointestinal disorders |
| FAC005 | 0.4937424 | 1 | 2.0253474 | Encounter for prophylactic measures (excludes immunization) |
| NVS006 | 213.5929822 | 432 | 2.0225384 | Other specified hereditary and degenerative nervous system conditions |
| FAC007 | 7.4258864 | 15 | 2.0199609 | Encounter for mental health conditions |
| NEO015 | 4.4634317 | 9 | 2.0163857 | Gastrointestinal cancers - colorectal |
| MUS021 | 44.8910632 | 90 | 2.0048534 | Acquired foot deformities |
| EAR004 | 229.0174962 | 459 | 2.0042137 | Hearing loss |
| NVS007 | 576.6121783 | 1155 | 2.0030794 | Cerebral palsy |
| DIG008 | 158.4715755 | 311 | 1.9624971 | Other specified and unspecified disorders of stomach and duodenum |
| MUS027 | 2.0539686 | 4 | 1.9474495 | Musculoskeletal abscess |
| FAC019 | 842.9763531 | 1587 | 1.8826151 | Socioeconomic/psychosocial factors |
| INJ015 | 0.5332418 | 1 | 1.8753217 | Amputation of other body parts, initial encounter |
| END001 | 453.2358158 | 845 | 1.8643716 | Thyroid disorders |
| MBD005 | 2344.2298851 | 4337 | 1.8500745 | Anxiety and fear-related disorders |
| MBD011 | 31.3230208 | 57 | 1.8197479 | Somatic disorders |
| END010 | 146.2465125 | 262 | 1.7914957 | Disorders of lipid metabolism |
| NVS011 | 70.7829171 | 126 | 1.7800905 | Neurocognitive disorders |
| END013 | 155.1931257 | 269 | 1.7333242 | Pituitary disorders |
| MUS013 | 16.8267426 | 29 | 1.7234471 | Osteoporosis |
| MAL001 | 565.0783547 | 973 | 1.7218851 | Cardiac and circulatory congenital anomalies |
| DIG004 | 1230.1099303 | 2117 | 1.7209844 | Esophageal disorders |
| EYE007 | 85.8716862 | 147 | 1.7118565 | Strabismus |
| INJ065 | 2.3502140 | 4 | 1.7019726 | Adverse effects of drugs and medicaments, subsequent encounter |
| EAR006 | 118.8141822 | 202 | 1.7001337 | Other specified and unspecified disorders of the ear |
| EYE005 | 35.1149628 | 59 | 1.6801954 | Retinal and vitreous conditions |
| INJ006 | 26.5040945 | 44 | 1.6601209 | Fracture of the neck of the femur (hip), initial encounter |
| EYE010 | 235.3966486 | 390 | 1.6567780 | Blindness and vision defects |
| SYM010 | 998.5644727 | 1653 | 1.6553763 | Nervous system signs and symptoms |
| NVS018 | 79.2752871 | 131 | 1.6524696 | Myopathies |
| MBD010 | 197.7537245 | 321 | 1.6232311 | Feeding and eating disorders |
| NEO043 | 3.7129432 | 6 | 1.6159687 | Urinary system cancers - bladder |
| END007 | 342.9535031 | 549 | 1.6008001 | Nutritional deficiencies |
| INJ033 | 57.5111201 | 92 | 1.5996906 | Complication of cardiovascular device, implant or graft, initial encounter |
| END005 | 165.1074740 | 263 | 1.5929018 | Diabetes mellitus, Type 2 |
| MAL004 | 482.6036165 | 765 | 1.5851518 | Nervous system congenital anomalies |
| SYM015 | 134.6336902 | 212 | 1.5746430 | General sensation/perception signs and symptoms |
| DIG012 | 450.8856018 | 705 | 1.5635895 | Intestinal obstruction and ileus |
| NEO071 | 3.8511911 | 6 | 1.5579596 | Malignant neoplasm, unspecified |
| RSP010 | 197.2797318 | 306 | 1.5510970 | Aspiration pneumonitis |
| MUS031 | 0.6517400 | 1 | 1.5343541 | Traumatic arthropathy |
| BLD008 | 244.0667660 | 372 | 1.5241731 | Immunity disorders |
| CIR002 | 5.2929190 | 8 | 1.5114533 | Acute rheumatic heart disease |
| INJ072 | 3.9696893 | 6 | 1.5114533 | Complication of other surgical or medical care, injury, subsequent encounter |
| EXT020 | 262.4932341 | 396 | 1.5086103 | External cause codes: intent of injury, accidental/unintentional |
| MUS014 | 11.9683169 | 18 | 1.5039709 | Pathological fracture, initial encounter |
| FAC002 | 2.6662092 | 4 | 1.5002574 | Encounter for mental health services related to abuse |
| EXT017 | 20.4211876 | 30 | 1.4690625 | External cause codes: suffocation/inhalation; initial encounter |
| END015 | 387.9630645 | 565 | 1.4563242 | Other specified and unspecified endocrine disorders |
| NEO068 | 8.2751234 | 12 | 1.4501294 | Myelodysplastic syndrome (MDS) |
| FAC011 | 0.6912394 | 1 | 1.4466767 | Counseling related to sexual behavior or orientation |
| CIR025 | 37.4256774 | 54 | 1.4428597 | Sequela of cerebral infarction and other cerebrovascular disease |
| FAC008 | 4.1671862 | 6 | 1.4398205 | Neoplasm-related encounters |
| INJ034 | 11.2770775 | 16 | 1.4188073 | Complication of genitourinary device, implant or graft, initial encounter |
| NEO040 | 15.6022613 | 22 | 1.4100520 | Male reproductive system cancers - testis |
| INJ037 | 333.3551499 | 469 | 1.4069079 | Complication of other surgical or medical care, injury, initial encounter |
| SKN004 | 15.1085189 | 21 | 1.3899443 | Non-pressure ulcer of skin |
| SYM005 | 324.9022792 | 450 | 1.3850318 | Dysphagia |
| CIR026 | 48.2090124 | 66 | 1.3690386 | Peripheral and visceral vascular disease |
| DIG021 | 245.9034879 | 336 | 1.3663897 | Gastrointestinal hemorrhage |
| EXT002 | 16.9649904 | 23 | 1.3557332 | External cause codes: drowning/submersion; initial encounter |
| CIR016 | 173.5800944 | 235 | 1.3538419 | Conduction disorders |
| DIG002 | 258.0693017 | 349 | 1.3523499 | Disorders of teeth and gingiva |
| EXT004 | 8.9071137 | 12 | 1.3472378 | External cause codes: fire/burn; initial encounter |
| MUS022 | 478.4561800 | 643 | 1.3439057 | Scoliosis and other postural dorsopathic deformities |
| END009 | 1241.4462568 | 1666 | 1.3419832 | Obesity |
| INJ041 | 10.4870896 | 14 | 1.3349748 | Fracture of the upper limb, subsequent encounter |
| RSP007 | 572.1487466 | 763 | 1.3335693 | Other specified and unspecified upper respiratory disease |
| MAL005 | 57.3136231 | 76 | 1.3260373 | Congenital malformations of eye, ear, face, neck |
| SKN003 | 56.5828843 | 75 | 1.3254892 | Pressure ulcer of skin |
| INJ031 | 1008.4195720 | 1326 | 1.3149289 | Allergic reactions |
| DIG005 | 44.2590729 | 58 | 1.3104658 | Gastroduodenal ulcer |
| CIR023 | 7.6628828 | 10 | 1.3049919 | Occlusion or stenosis of precerebral or cerebral arteries without infarction |
| DIG024 | 261.9204928 | 339 | 1.2942859 | Postprocedural or postoperative digestive system complication |
| MBD007 | 1164.9359274 | 1495 | 1.2833324 | Trauma- and stressor-related disorders |
| EYE012 | 88.9921385 | 114 | 1.2810120 | Other specified eye disorders |
| FAC025 | 5042.6508514 | 6446 | 1.2782959 | Other specified status |
| MBD009 | 321.9595743 | 409 | 1.2703458 | Personality disorders |
| CIR028 | 23.0478974 | 29 | 1.2582493 | Gangrene |
| CIR022 | 7.1888900 | 9 | 1.2519318 | Sequela of hemorrhagic cerebrovascular disease |
| END008 | 488.6470241 | 605 | 1.2381125 | Malnutrition |
| SKN007 | 703.8397318 | 871 | 1.2374976 | Other specified and unspecified skin disorders |
| END016 | 964.3777458 | 1184 | 1.2277347 | Other specified and unspecified nutritional and metabolic disorders |
| SKN002 | 531.3656205 | 644 | 1.2119715 | Other specified inflammatory condition of skin |
| INJ011 | 92.5273344 | 112 | 1.2104531 | Open wounds of head and neck, initial encounter |
| MBD023 | 3.3179492 | 4 | 1.2055640 | Inhalant-related disorders |
| SYM011 | 300.5114024 | 360 | 1.1979579 | Genitourinary signs and symptoms |
| INJ021 | 35.1544622 | 42 | 1.1947274 | Effect of other external causes, initial encounter |
| MAL008 | 481.4581341 | 575 | 1.1942887 | Musculoskeletal congenital conditions |
| INJ030 | 291.6042887 | 348 | 1.1933981 | Drug induced or toxic related condition |
| NVS020 | 937.1231627 | 1118 | 1.1930129 | Other specified nervous system disorders |
| PNL009 | 1.6787243 | 2 | 1.1913808 | Perinatal infections |
| FAC021 | 3849.6506034 | 4574 | 1.1881598 | Personal/family history of disease |
| SYM007 | 150.6704449 | 179 | 1.1880233 | Malaise and fatigue |
| EXT015 | 39.1439011 | 46 | 1.1751511 | External cause codes: poisoning by non-drug |
| EYE006 | 124.7588413 | 146 | 1.1702577 | Neuro-ophthalmology |
| MUS008 | 6.0434075 | 7 | 1.1582869 | Immune-mediated/reactive arthropathies |
| DIG006 | 22.6924028 | 26 | 1.1457579 | Gastrointestinal and biliary perforation |
| CIR003 | 125.5488292 | 143 | 1.1389991 | Nonrheumatic and unspecified valve disorders |
| INJ023 | 62.7447901 | 71 | 1.1315681 | Toxic effects, initial encounter |
| RSP001 | 237.6678639 | 267 | 1.1234165 | Sinusitis |
| INF004 | 326.0477617 | 366 | 1.1225349 | Fungal infections |
| NVS002 | 64.2852665 | 72 | 1.1200078 | Encephalitis |
| INJ012 | 113.5607626 | 127 | 1.1183440 | Open wounds to limbs, initial encounter |
| INJ073 | 16.1355031 | 18 | 1.1155524 | Injury, sequela |
| MUS004 | 40.5066303 | 45 | 1.1109292 | Juvenile arthritis |
| CIR020 | 34.3052252 | 38 | 1.1077030 | Cerebral infarction |
| PNL006 | 84.3312098 | 93 | 1.1027946 | Respiratory perinatal condition |
| CIR017 | 213.1387391 | 235 | 1.1025682 | Cardiac dysrhythmias |
| NVS013 | 135.2261811 | 149 | 1.1018576 | Coma; stupor; and brain damage |
| DIG015 | 99.8742220 | 110 | 1.1013853 | Anal and rectal conditions |
| CIR031 | 353.7170884 | 389 | 1.0997490 | Hypotension |
| DIG007 | 212.8424937 | 234 | 1.0994045 | Gastritis and duodenitis |
| DIG001 | 591.7404468 | 644 | 1.0883150 | Intestinal infection |
| CIR005 | 114.5284978 | 124 | 1.0827000 | Myocarditis and cardiomyopathy |
| CIR007 | 635.6637748 | 687 | 1.0807600 | Essential hypertension |
| EAR002 | 76.8855737 | 83 | 1.0795263 | Diseases of middle ear and mastoid (except otitis media) |
| RSP009 | 3723.6080317 | 4016 | 1.0785238 | Asthma |
| DIG022 | 357.1930352 | 384 | 1.0750490 | Noninfectious gastroenteritis |
| FAC009 | 707.0984319 | 751 | 1.0620869 | Implant, device or graft related encounter |
| NEO073 | 173.5208453 | 184 | 1.0603913 | Benign neoplasms |
| FAC012 | 151.4999322 | 160 | 1.0561061 | Other specified encounters and counseling |
| EYE004 | 10.5068393 | 11 | 1.0469371 | Uveitis and ocular inflammation |
| SYM017 | 784.9714905 | 821 | 1.0458979 | Abnormal findings without diagnosis |
| GEN016 | 76.7473258 | 80 | 1.0423816 | Other specified male genital disorders |
| EAR005 | 0.9677352 | 1 | 1.0333405 | Postprocedural or postoperative ear and/or mastoid process complication |
| NEO055 | 0.9677352 | 1 | 1.0333405 | Endocrine system cancers - pituitary gland |
| INJ026 | 32.0340099 | 33 | 1.0301551 | Other specified injury |
| DIG003 | 358.4570159 | 368 | 1.0266224 | Diseases of mouth; excluding dental |
| GEN013 | 27.2743327 | 28 | 1.0266062 | Inflammatory conditions of male genital organs |
| NVS010 | 772.0354385 | 792 | 1.0258596 | Headache; including migraine |
| MBD002 | 2985.8383190 | 3060 | 1.0248378 | Depressive disorders |
| NEO072 | 128.9260275 | 132 | 1.0238429 | Neoplasms of unspecified nature or uncertain behavior |
| MUS033 | 1.9552201 | 2 | 1.0229027 | Gout |
| EXT019 | 52.8304417 | 54 | 1.0221380 | External cause codes: unspecified mechanism |
| RSP013 | 13.7852891 | 14 | 1.0155754 | Lung disease due to external agents |
| GEN017 | 36.5171913 | 37 | 1.0132214 | Nonmalignant breast conditions |
| NEO020 | 1.9749698 | 2 | 1.0126737 | Gastrointestinal cancers - peritoneum |
| NEO050 | 9.8748489 | 10 | 1.0126737 | Endocrine system cancers - thyroid |
| MUS026 | 260.7552606 | 263 | 1.0086086 | Muscle disorders |
| MUS009 | 53.6204296 | 54 | 1.0070788 | Tendon and synovial disorders |
| FAC010 | 248.1747031 | 248 | 0.9992960 | Other aftercare encounter |
| GEN007 | 213.2572373 | 213 | 0.9987938 | Other specified and unspecified diseases of bladder and urethra |
| MUS025 | 91.1448556 | 91 | 0.9984107 | Other specified connective tissue disease |
| SYM001 | 150.6111958 | 149 | 0.9893023 | Syncope |
| INJ027 | 110.2823128 | 109 | 0.9883725 | Other unspecified injury |
| MUS023 | 125.0945862 | 123 | 0.9832560 | Acquired deformities (excluding foot) |
| RSP003 | 250.5051675 | 246 | 0.9820157 | Influenza |
| SYM014 | 360.0172420 | 353 | 0.9805086 | Skin/Subcutaneous signs and symptoms |
| BLD006 | 752.8387322 | 738 | 0.9802896 | Coagulation and hemorrhagic disorders |
| INJ056 | 3.0612032 | 3 | 0.9800068 | Burns and corrosion, subsequent encounter |
| INJ035 | 37.7614223 | 37 | 0.9798360 | Complication of internal orthopedic device or implant, initial encounter |
| EXT023 | 34.9174658 | 34 | 0.9737247 | External cause codes: intent of injury, undetermined |
| INJ044 | 1.0269843 | 1 | 0.9737247 | Dislocations, subsequent encounter |
| NEO025 | 1.0269843 | 1 | 0.9737247 | Skin cancers - melanoma |
| MAL002 | 172.8296058 | 168 | 0.9720557 | Digestive congenital anomalies |
| FAC023 | 226.8450294 | 220 | 0.9698251 | Organ transplant status |
| SYM004 | 1005.9903591 | 973 | 0.9672061 | Nausea and vomiting |
| DIG010 | 117.9254458 | 114 | 0.9667125 | Abdominal hernia |
| CIR018 | 57.9653632 | 56 | 0.9660942 | Cardiac arrest and ventricular fibrillation |
| INJ050 | 1.0467340 | 1 | 0.9553526 | Open wounds of trunk, subsequent encounter |
| MAL007 | 134.1004484 | 127 | 0.9470513 | Respiratory congenital malformations |
| SYM006 | 1097.0562159 | 1034 | 0.9425223 | Abdominal pain and other digestive/abdomen signs and symptoms |
| END011 | 3834.9963275 | 3613 | 0.9421130 | Fluid and electrolyte disorders |
| CIR006 | 87.2344154 | 82 | 0.9399960 | Pericarditis and pericardial disease |
| MAL003 | 263.6584662 | 247 | 0.9368180 | Genitourinary congenital anomalies |
| MBD020 | 115.5949815 | 108 | 0.9342966 | Sedative-related disorders |
| SKN005 | 171.7631222 | 160 | 0.9315154 | Contact dermatitis |
| GEN003 | 251.7691481 | 234 | 0.9294229 | Chronic kidney disease |
| MBD012 | 1520.9044813 | 1412 | 0.9283949 | Suicidal ideation/attempt/intentional self-harm |
| CIR015 | 74.3378627 | 69 | 0.9281946 | Other and ill-defined heart disease |
| PNL013 | 5.5101657 | 5 | 0.9074137 | Other specified and unspecified perinatal conditions |
| RSP011 | 578.6266475 | 525 | 0.9073208 | Pleurisy, pleural effusion and pulmonary collapse |
| CIR021 | 47.5375227 | 43 | 0.9045486 | Acute hemorrhagic cerebrovascular disease |
| MBD013 | 342.2425140 | 307 | 0.8970247 | Miscellaneous mental and behavioral disorders/conditions |
| EYE001 | 156.2201100 | 140 | 0.8961714 | Cornea and external disease |
| END014 | 17.8734765 | 16 | 0.8951812 | Postprocedural or postoperative endocrine or metabolic complication |
| CIR009 | 7.8603797 | 7 | 0.8905422 | Acute myocardial infarction |
| EXT012 | 3.3771983 | 3 | 0.8883103 | External cause codes: bites; initial encounter |
| DIG023 | 30.4540341 | 27 | 0.8865821 | Noninfectious hepatitis |
| GEN002 | 529.3511513 | 467 | 0.8822121 | Acute and unspecified renal failure |
| END002 | 353.4405926 | 309 | 0.8742629 | Diabetes mellitus without complication |
| GEN026 | 18.3474693 | 16 | 0.8720549 | Postprocedural or postoperative genitourinary system complication |
| BLD010 | 49.7889883 | 43 | 0.8636448 | Other specified and unspecified hematologic conditions |
| GEN011 | 87.0764178 | 75 | 0.8613124 | Vesicoureteral reflux |
| MUS003 | 17.4389832 | 15 | 0.8601419 | Rheumatoid arthritis and related disease |
| CIR024 | 43.0740910 | 37 | 0.8589850 | Other and ill-defined cerebrovascular disease |
| SYM003 | 196.0157511 | 168 | 0.8570740 | Shock |
| DIG020 | 337.3445889 | 289 | 0.8566908 | Pancreatic disorders (excluding diabetes) |
| MUS006 | 30.4342844 | 26 | 0.8542997 | Osteoarthritis |
| FAC020 | 202.1974065 | 172 | 0.8506538 | Lifestyle/life management factors |
| BLD002 | 124.7785910 | 105 | 0.8414905 | Hemolytic anemia |
| SYM012 | 1318.3120809 | 1105 | 0.8381930 | Circulatory signs and symptoms |
| SKN006 | 15.5430122 | 13 | 0.8363887 | Postprocedural or postoperative skin complication |
| INJ042 | 17.9524753 | 15 | 0.8355394 | Fracture of lower limb (except hip), subsequent encounter |
| NVS015 | 153.8303965 | 128 | 0.8320852 | Polyneuropathies |
| DIG014 | 37.6626738 | 31 | 0.8230961 | Hemorrhoids |
| CIR033 | 119.6239198 | 98 | 0.8192341 | Acute phlebitis; thrombophlebitis and thromboembolism |
| INF009 | 161.2365332 | 132 | 0.8186730 | Parasitic, other specified and unspecified infections |
| BLD007 | 829.9415525 | 678 | 0.8169250 | Diseases of white blood cells |
| GEN009 | 148.4782284 | 121 | 0.8149343 | Hematuria |
| CIR029 | 11.1388296 | 9 | 0.8079844 | Aortic; peripheral; and visceral artery aneurysms |
| MUS028 | 149.7619588 | 121 | 0.8079488 | Other specified bone disease and musculoskeletal deformities |
| SYM009 | 1.2442310 | 1 | 0.8037093 | Abnormal findings related to substance use |
| INJ038 | 7.4851355 | 6 | 0.8015887 | Fracture of head and neck, subsequent encounter |
| DIG018 | 37.4454271 | 30 | 0.8011659 | Hepatic failure |
| NEO069 | 20.2434403 | 16 | 0.7903795 | Cancer of other sites |
| MUS007 | 103.8439113 | 82 | 0.7896467 | Other specified joint disorders |
| RSP006 | 1346.8701439 | 1059 | 0.7862673 | Other specified upper respiratory infections |
| SKN001 | 1013.5149940 | 796 | 0.7853855 | Skin and subcutaneous tissue infections |
| NVS008 | 226.0155421 | 176 | 0.7787075 | Paralysis (other than cerebral palsy) |
| INJ036 | 122.3098788 | 95 | 0.7767157 | Complication of transplanted organs or tissue, initial encounter |
| MUS002 | 125.0945862 | 97 | 0.7754133 | Osteomyelitis |
| CIR014 | 126.4968147 | 98 | 0.7747231 | Pulmonary heart disease |
| INF002 | 610.7791556 | 473 | 0.7744207 | Septicemia |
| MUS011 | 171.8026216 | 133 | 0.7741442 | Spondylopathies/spondyloarthropathy (including infective) |
| NVS021 | 46.6685360 | 36 | 0.7713977 | Postprocedural or postoperative nervous system complication |
| RSP017 | 143.4025561 | 110 | 0.7670714 | Postprocedural or postoperative respiratory system complication |
| CIR019 | 109.5910733 | 84 | 0.7664858 | Heart failure |
| NVS019 | 407.1795205 | 312 | 0.7662468 | Nervous system pain and pain syndromes |
| GEN006 | 346.7059457 | 265 | 0.7643365 | Other specified and unspecified diseases of kidney and ureters |
| CIR001 | 36.7936871 | 28 | 0.7610001 | Chronic rheumatic heart disease |
| RSP016 | 416.0866342 | 316 | 0.7594572 | Other specified and unspecified lower respiratory disease |
| INJ076 | 1.3232298 | 1 | 0.7557267 | Complication, sequela |
| DIG019 | 229.6494865 | 173 | 0.7533220 | Other specified and unspecified liver disease |
| INF003 | 2434.5057540 | 1833 | 0.7529249 | Bacterial infections |
| EYE008 | 85.2791953 | 64 | 0.7504761 | Oculofacial plastics and orbital conditions |
| RSP004 | 320.5770954 | 240 | 0.7486499 | Acute and chronic tonsillitis |
| SYM002 | 950.3554603 | 711 | 0.7481411 | Fever |
| DIG011 | 289.9650638 | 216 | 0.7449173 | Regional enteritis and ulcerative colitis |
| CIR037 | 125.3315825 | 93 | 0.7420316 | Vasculitis |
| MUS010 | 331.0444353 | 245 | 0.7400819 | Musculoskeletal pain, not low back pain |
| EAR001 | 552.5372966 | 405 | 0.7329822 | Otitis media |
| DIG013 | 8.1961246 | 6 | 0.7320533 | Diverticulosis and diverticulitis |
| GEN023 | 2.7452080 | 2 | 0.7285422 | Menopausal disorders |
| END006 | 93.7123163 | 68 | 0.7256250 | Diabetes mellitus, due to underlying condition, drug or chemical induced, or other specified type |
| CIR036 | 23.5218901 | 17 | 0.7227310 | Postthrombotic syndrome and venous insufficiency/hypertension |
| MUS024 | 200.8346774 | 145 | 0.7219869 | Systemic lupus erythematosus and connective tissue disorders |
| RSP002 | 1760.6855629 | 1266 | 0.7190381 | Pneumonia (except that caused by tuberculosis) |
| INJ007 | 23.7193871 | 17 | 0.7167133 | Dislocations, initial encounter |
| CIR038 | 40.4868806 | 29 | 0.7162814 | Postprocedural or postoperative circulatory system complication |
| EXT014 | 571.3982581 | 409 | 0.7157880 | External cause codes: poisoning by drug |
| INJ022 | 571.3982581 | 409 | 0.7157880 | Poisoning by drugs, initial encounter |
| END012 | 173.4023471 | 124 | 0.7150999 | Cystic fibrosis |
| FAC022 | 281.6109416 | 201 | 0.7137507 | Acquired absence of limb or organ |
| SYM013 | 1566.3682858 | 1101 | 0.7028998 | Respiratory signs and symptoms |
| CIR004 | 28.4593146 | 20 | 0.7027576 | Endocarditis and endocardial disease |
| FAC006 | 647.5530929 | 453 | 0.6995565 | Encounter for antineoplastic therapies |
| PNL004 | 1.4417279 | 1 | 0.6936121 | Neonatal cerebral disorders |
| RSP008 | 115.5949815 | 80 | 0.6920716 | Chronic obstructive pulmonary disease and bronchiectasis |
| EAR003 | 5.7866615 | 4 | 0.6912449 | Diseases of inner ear and related conditions |
| NVS017 | 84.1139631 | 57 | 0.6776521 | Nerve and nerve root disorders |
| BLD001 | 535.3748092 | 362 | 0.6761618 | Nutritional anemia |
| FAC017 | 210.7292760 | 142 | 0.6738504 | No immunization or underimmunization |
| NEO011 | 7.4653858 | 5 | 0.6697578 | Cardiac cancers |
| NVS014 | 17.9722250 | 12 | 0.6676970 | CNS abscess |
| MUS036 | 1.5009770 | 1 | 0.6662327 | Autoinflammatory syndromes |
| PNL002 | 4.5226808 | 3 | 0.6633234 | Short gestation; low birth weight; and fetal growth retardation |
| GEN005 | 110.4995594 | 73 | 0.6606361 | Calculus of urinary tract |
| INF008 | 2376.3428938 | 1567 | 0.6594166 | Viral infection |
| INF005 | 3.0612032 | 2 | 0.6533379 | Foodborne intoxications |
| INJ025 | 29.1900534 | 19 | 0.6509067 | Injury to nerves, muscles and tendons, initial encounter |
| CIR039 | 152.2109213 | 99 | 0.6504132 | Other specified diseases of veins and lymphatics |
| MUS005 | 3.1007026 | 2 | 0.6450151 | Other specified chronic arthropathy |
| NVS012 | 4.6806784 | 3 | 0.6409327 | Transient cerebral ischemia |
| INJ046 | 3.1599517 | 2 | 0.6329211 | Spinal cord injury (SCI), subsequent encounter |
| CIR011 | 25.3388623 | 16 | 0.6314411 | Coronary atherosclerosis and other heart disease |
| CIR032 | 39.7956412 | 25 | 0.6282095 | Other specified and unspecified circulatory disease |
| GEN001 | 136.2136660 | 85 | 0.6240196 | Nephritis; nephrosis; renal sclerosis |
| INJ008 | 251.3544045 | 156 | 0.6206376 | Traumatic brain injury (TBI); concussion, initial encounter |
| INJ039 | 8.1566252 | 5 | 0.6129986 | Fracture of the spine and back, subsequent encounter |
| FAC014 | 51.1714671 | 31 | 0.6058064 | Medical examination/evaluation |
| CIR034 | 13.2322976 | 8 | 0.6045813 | Chronic phlebitis; thrombophlebitis and thromboembolism |
| END003 | 868.2164670 | 524 | 0.6035361 | Diabetes mellitus with complication |
| INJ043 | 1.6589746 | 1 | 0.6027820 | Fracture of the neck of the femur (hip), subsequent encounter |
| EXT021 | 448.6143866 | 270 | 0.6018532 | External cause codes: intent of injury, self-harm |
| NEO002 | 3.3376989 | 2 | 0.5992152 | Head and neck cancers - lip and oral cavity |
| INJ001 | 185.8249070 | 111 | 0.5973365 | Fracture of head and neck, initial encounter |
| END004 | 835.4912176 | 498 | 0.5960565 | Diabetes mellitus, Type 1 |
| GEN021 | 143.6988015 | 85 | 0.5915150 | Menstrual disorders |
| INJ018 | 8.4923701 | 5 | 0.5887638 | Crushing injury, initial encounter |
| INJ009 | 10.2500932 | 6 | 0.5853605 | Spinal cord injury (SCI), initial encounter |
| NEO074 | 409.2334890 | 238 | 0.5815751 | Conditions due to neoplasm or the treatment of neoplasm |
| NVS001 | 98.1757480 | 57 | 0.5805915 | Meningitis |
| INJ014 | 12.0670654 | 7 | 0.5800913 | Amputation of a limb, initial encounter |
| GEN024 | 3.4561971 | 2 | 0.5786707 | Female infertility |
| NEO064 | 19.0979578 | 11 | 0.5759778 | Leukemia - all other types |
| MUS015 | 1.7379734 | 1 | 0.5753828 | Pathological fracture, subsequent encounter |
| NEO048 | 159.5973083 | 91 | 0.5701851 | Nervous system cancers - brain |
| MAL006 | 71.9481492 | 41 | 0.5698548 | Cleft lip or palate |
| DIG016 | 603.4520177 | 342 | 0.5667393 | Peritonitis and intra-abdominal abscess |
| INJ019 | 134.8904363 | 76 | 0.5634202 | Burn and corrosion, initial encounter |
| GEN004 | 1115.7591798 | 622 | 0.5574680 | Urinary tract infections |
| NEO024 | 61.7178058 | 34 | 0.5508945 | Sarcoma |
| MUS029 | 112.6522765 | 62 | 0.5503662 | Disorders of jaw |
| NEO070 | 240.5908191 | 132 | 0.5486494 | Secondary malignancies |
| GEN010 | 51.1912168 | 28 | 0.5469688 | Proteinuria |
| RSP012 | 1329.1349153 | 718 | 0.5402010 | Respiratory failure; insufficiency; arrest |
| RSP014 | 145.1405295 | 77 | 0.5305203 | Pneumothorax |
| INJ047 | 3.8314414 | 2 | 0.5219968 | Internal organ injury, subsequent encounter |
| INJ024 | 23.1861453 | 12 | 0.5175505 | Sprains and strains, initial encounter |
| MUS037 | 15.4837631 | 8 | 0.5166703 | Postprocedural or postoperative musculoskeletal system complication |
| NEO023 | 211.4205154 | 109 | 0.5155602 | Bone cancer |
| RSP015 | 7.8998791 | 4 | 0.5063369 | Mediastinal disorders |
| INJ005 | 336.1596070 | 169 | 0.5027374 | Fracture of the lower limb (except hip), initial encounter |
| INJ013 | 41.9088588 | 21 | 0.5010874 | Open wounds of trunk, initial encounter |
| NEO045 | 39.9733884 | 20 | 0.5003329 | Urinary system cancers - kidney |
| BLD003 | 1642.0293782 | 812 | 0.4945100 | Aplastic anemia |
| NEO057 | 50.8159726 | 25 | 0.4919713 | Hodgkin lymphoma |
| INJ004 | 267.7269040 | 130 | 0.4855694 | Fracture of the upper limb, initial encounter |
| MUS012 | 4.1474365 | 2 | 0.4822256 | Biomechanical lesions |
| MUS001 | 60.9870669 | 29 | 0.4755107 | Infective arthritis |
| INJ045 | 17.0242395 | 8 | 0.4699182 | Traumatic brain injury (TBI); concussion, subsequent encounter |
| NEO059 | 427.5809583 | 195 | 0.4560540 | Leukemia - acute lymphoblastic leukemia (ALL) |
| NEO033 | 11.1190799 | 5 | 0.4496775 | Female reproductive system cancers - ovary |
| DIG009 | 887.9859145 | 398 | 0.4482053 | Appendicitis and other appendiceal conditions |
| NEO060 | 69.8151819 | 31 | 0.4440295 | Leukemia - acute myeloid leukemia (AML) |
| NEO058 | 107.4383563 | 47 | 0.4374602 | Non-Hodgkin lymphoma |
| FAC016 | 1033.1856931 | 442 | 0.4278031 | Exposure, encounters, screening or contact with infectious disease |
| INJ003 | 67.8599618 | 29 | 0.4273507 | Fracture of torso, initial encounter |
| MUS030 | 42.7185964 | 18 | 0.4213622 | Aseptic necrosis and osteonecrosis |
| FAC015 | 49.8877368 | 21 | 0.4209451 | Resistance to antimicrobial drugs |
| NEO066 | 2.4489625 | 1 | 0.4083362 | Malignant neuroendocrine tumors |
| CIR008 | 510.6679372 | 207 | 0.4053515 | Hypertension with complications and secondary hypertension |
| GEN025 | 204.2316254 | 82 | 0.4015049 | Other specified female genital disorders |
| MBD026 | 27.6100776 | 11 | 0.3984053 | Mental and substance use disorders in remission |
| INJ002 | 97.3857601 | 38 | 0.3902008 | Fracture of the spine and back, initial encounter |
| MUS038 | 113.4620141 | 43 | 0.3789815 | Low back pain |
| NEO056 | 87.5899099 | 33 | 0.3767557 | Endocrine system cancers - all other types |
| CIR012 | 134.4559429 | 50 | 0.3718690 | Nonspecific chest pain |
| DIG017 | 342.0252673 | 124 | 0.3625463 | Biliary tract disease |
| NVS005 | 19.4929518 | 7 | 0.3591042 | Multiple sclerosis |
| INJ016 | 19.6509494 | 7 | 0.3562169 | Injury to blood vessels, initial encounter |
| INF007 | 60.4340754 | 21 | 0.3474861 | Hepatitis |
| BLD004 | 520.4045382 | 175 | 0.3362769 | Acute posthemorrhagic anemia |
| FAC004 | 5.9644087 | 2 | 0.3353224 | Encounter for prophylactic or other procedures |
| INJ010 | 206.3645928 | 68 | 0.3295139 | Internal organ injury, initial encounter |
| MBD019 | 1131.6181871 | 363 | 0.3207796 | Cannabis-related disorders |
| MBD024 | 973.5021062 | 304 | 0.3122746 | Tobacco-related disorders |
| MBD021 | 271.6965933 | 81 | 0.2981267 | Stimulant-related disorders |
| MBD018 | 233.1451831 | 69 | 0.2959529 | Opioid-related disorders |
| INF001 | 10.1513447 | 3 | 0.2955274 | Tuberculosis |
| BLD005 | 608.0734470 | 170 | 0.2795715 | Sickle cell trait/anemia |
| NEO049 | 18.0907232 | 5 | 0.2763847 | Nervous system cancers - all other types |
| CIR030 | 15.4245140 | 4 | 0.2593275 | Aortic and peripheral arterial embolism or thrombosis |
| NEO022 | 7.8011306 | 2 | 0.2563731 | Respiratory cancers |
| CIR013 | 48.8410028 | 12 | 0.2456952 | Acute pulmonary embolism |
| MBD017 | 334.9746251 | 79 | 0.2358388 | Alcohol-related disorders |
| RSP005 | 814.2800422 | 185 | 0.2271946 | Acute bronchitis |
| GEN018 | 217.7996678 | 49 | 0.2249774 | Inflammatory diseases of female pelvic organs |
| GEN022 | 109.8083200 | 24 | 0.2185627 | Benign ovarian cyst |
| NEO062 | 4.7794269 | 1 | 0.2092301 | Leukemia - chronic myeloid leukemia (CML) |
| MBD025 | 308.4507809 | 63 | 0.2042465 | Other specified substance-related disorders |
| NEO001 | 11.8695684 | 2 | 0.1684981 | Head and neck cancers - eye |
| FAC013 | 42.3631019 | 7 | 0.1652381 | Contraceptive and procreative management |
| MBD022 | 35.3519591 | 5 | 0.1414349 | Hallucinogen-related disorders |
| INF006 | 21.5074210 | 3 | 0.1394867 | HIV infection |
| CIR027 | 7.3863870 | 1 | 0.1353842 | Arterial dissections |
| NEO017 | 31.3230208 | 4 | 0.1277016 | Gastrointestinal cancers - liver |
| GEN019 | 14.1605334 | 1 | 0.0706188 | Endometriosis |
| FAC024 | 811.7718305 | 50 | 0.0615937 | Carrier status |
| PRG017 | 38.8871551 | 1 | 0.0257154 | Maternal care for abnormality of pelvic organs |
| PRG028 | 855.7544076 | 22 | 0.0257083 | Other specified complications in pregnancy |
| PRG021 | 41.0596218 | 1 | 0.0243548 | Maternal intrauterine infection |
| PRG008 | 365.7051550 | 8 | 0.0218755 | Supervision of high-risk pregnancy |
| PRG013 | 253.2701252 | 5 | 0.0197418 | Maternal care related to fetal conditions |
| INF010 | 163.4090000 | 3 | 0.0183588 | Sexually transmitted infections (excluding HIV and hepatitis) |
| PRG014 | 109.3738267 | 2 | 0.0182859 | Polyhydramnios and other problems of amniotic cavity |
| PRG024 | 1140.8017966 | 17 | 0.0149018 | Malposition, disproportion or other labor complications |
| PRG020 | 625.5124301 | 9 | 0.0143882 | Hypertension and hypertensive-related conditions complicating pregnancy; childbirth; and the puerperium |
| PRG023 | 2990.9534907 | 42 | 0.0140423 | Complications specified during childbirth |
| PRG027 | 576.9084238 | 7 | 0.0121336 | Complications specified during the puerperium |
| PRG018 | 87.2146657 | 1 | 0.0114660 | Maternal care related to disorders of the placenta and placental implantation |
| PRG010 | 269.9783695 | 3 | 0.0111120 | Hemorrhage after first trimester |
| PRG026 | 2234.4610645 | 20 | 0.0089507 | OB-related trauma to perineum and vulva |
| PRG030 | 4714.3911235 | 42 | 0.0089089 | Maternal outcome of delivery |
| PRG002 | 4892.4148999 | 43 | 0.0087891 | Gestational weeks |
| PRG011 | 471.2870397 | 4 | 0.0084874 | Early or threatened labor |
| PRG022 | 744.6426075 | 5 | 0.0067146 | Prolonged pregnancy |
| PRG019 | 153.1391571 | 1 | 0.0065300 | Diabetes or abnormal glucose tolerance complicating pregnancy; childbirth; or the puerperium |
| PRG029 | 557.7907162 | 3 | 0.0053784 | Uncomplicated pregnancy, delivery or puerperium |
| CIR035 | 0.9479855 | NA | NA | Varicose veins of lower extremity |
| END017 | 0.8097376 | NA | NA | Sequela of malnutrition and other nutritional deficiencies |
| EXT001 | 0.0000000 | NA | NA | External cause codes: cut/pierce; initial encounter |
| EXT003 | 0.0000000 | NA | NA | External cause codes: fall; initial encounter |
| EXT005 | 0.0000000 | NA | NA | External cause codes: firearm; initial encounter |
| EXT006 | 0.0000000 | NA | NA | External cause codes: machinery; initial encounter |
| EXT007 | 0.0000000 | NA | NA | External cause codes: motor vehicle traffic (MVT); initial encounter |
| EXT008 | 0.0000000 | NA | NA | External cause codes: pedal cyclist; not MVT; initial encounter |
| EXT009 | 0.0000000 | NA | NA | External cause codes: pedestrian; not MVT; initial encounter |
| EXT010 | 0.0000000 | NA | NA | External cause codes: transport; not MVT; initial encounter |
| EXT013 | 0.2567461 | NA | NA | External cause codes: overexertion; initial encounter |
| EXT016 | 0.0000000 | NA | NA | External cause codes: struck by; against; initial encounter |
| EXT024 | 0.0000000 | NA | NA | External cause codes: intent of injury, legal intervention/war |
| EXT025 | 0.0000000 | NA | NA | External cause codes: complications of medical and surgical care, initial encounter |
| EXT026 | 0.0000000 | NA | NA | External cause codes: activity codes |
| EXT027 | 0.0000000 | NA | NA | External cause codes: place of occurrence of the external cause |
| EXT028 | 0.0000000 | NA | NA | External cause codes: evidence of alcohol involvement |
| EXT029 | 0.0000000 | NA | NA | External cause codes: subsequent encounter |
| EXT030 | 0.0000000 | NA | NA | External cause codes: sequela |
| EYE011 | 0.4937424 | NA | NA | Postprocedural or postoperative eye complication |
| FAC001 | 1.0072346 | NA | NA | Encounter for administrative purposes |
| FAC018 | 0.1184982 | NA | NA | Screening for neurocognitive or neurodevelopmental condition |
| GEN012 | 0.2369964 | NA | NA | Hyperplasia of prostate |
| GEN014 | 0.4739927 | NA | NA | Erectile dysfunction |
| GEN015 | 0.1382479 | NA | NA | Male infertility |
| GEN020 | 1.1454825 | NA | NA | Prolapse of female genital organs |
| INF012 | 0.0000000 | NA | NA | COVID-19 |
| INJ040 | 6.2804039 | NA | NA | Fracture of torso, subsequent encounter |
| INJ051 | 0.3357449 | NA | NA | Amputation of a limb, subsequent encounter |
| INJ052 | 0.0592491 | NA | NA | Amputation of other body parts, subsequent encounter |
| INJ053 | 0.2567461 | NA | NA | Injury to blood vessels, subsequent encounter |
| INJ055 | 0.0987485 | NA | NA | Crushing injury, subsequent encounter |
| INJ058 | 0.2172467 | NA | NA | Effect of other external causes, subsequent encounter |
| INJ062 | 1.1059831 | NA | NA | Injury to nerves, muscles and tendons, subsequent encounter |
| INJ067 | 0.1382479 | NA | NA | Allergic reactions, subsequent encounter |
| INJ070 | 0.0789988 | NA | NA | Complication of genitourinary device, implant or graft, subsequent encounter |
| INJ071 | 1.1849819 | NA | NA | Complication of internal orthopedic device or implant, subsequent encounter |
| MBD014 | 3007.7999830 | NA | NA | Neurodevelopmental disorders |
| MBD029 | 0.2567461 | NA | NA | Stimulant-related disorders; subsequent encounter |
| MBD030 | 0.0394994 | NA | NA | Cannabis-related disorders; subsequent encounter |
| MBD031 | 0.0000000 | NA | NA | Hallucinogen-related disorders; subsequent encounter |
| MBD033 | 0.0000000 | NA | NA | Inhalant-related disorders; subsequent encounter |
| MUS018 | 0.0197497 | NA | NA | Atypical fracture, initial encounter |
| MUS019 | 0.0000000 | NA | NA | Atypical fracture, subsequent encounter |
| MUS032 | 0.5332418 | NA | NA | Neurogenic/neuropathic arthropathy |
| MUS034 | 0.0592491 | NA | NA | Crystal arthropathies (excluding gout) |
| MUS035 | 0.1579976 | NA | NA | Osteomalacia |
| NEO004 | 0.8689867 | NA | NA | Head and neck cancers - salivary gland |
| NEO005 | 5.2731693 | NA | NA | Head and neck cancers - nasopharyngeal |
| NEO008 | 0.2567461 | NA | NA | Head and neck cancers - laryngeal |
| NEO009 | 0.0987485 | NA | NA | Head and neck cancers - tonsils |
| NEO010 | 7.2678888 | NA | NA | Head and neck cancers - all other types |
| NEO012 | 0.1777473 | NA | NA | Gastrointestinal cancers - esophagus |
| NEO013 | 1.2244813 | NA | NA | Gastrointestinal cancers - stomach |
| NEO014 | 0.3554946 | NA | NA | Gastrointestinal cancers - small intestine |
| NEO016 | 0.0197497 | NA | NA | Gastrointestinal cancers - anus |
| NEO018 | 0.5727412 | NA | NA | Gastrointestinal cancers - bile duct |
| NEO019 | 0.0789988 | NA | NA | Gastrointestinal cancers - gallbladder |
| NEO021 | 11.1585793 | NA | NA | Gastrointestinal cancers - all other types |
| NEO026 | 0.0789988 | NA | NA | Skin cancers - basal cell carcinoma |
| NEO027 | 0.0789988 | NA | NA | Skin cancers - squamous cell carcinoma |
| NEO028 | 1.5404764 | NA | NA | Skin cancers - all other types |
| NEO029 | 0.0197497 | NA | NA | Breast cancer - ductal carcinoma in situ (DCIS) |
| NEO030 | 0.5134921 | NA | NA | Breast cancer - all other types |
| NEO031 | 0.3159952 | NA | NA | Female reproductive system cancers - uterus |
| NEO032 | 0.6122406 | NA | NA | Female reproductive system cancers - cervix |
| NEO034 | 0.0394994 | NA | NA | Female reproductive system cancers - fallopian tube |
| NEO035 | 0.1974970 | NA | NA | Female reproductive system cancers - endometrium |
| NEO036 | 0.3752443 | NA | NA | Female reproductive system cancers - vulva |
| NEO037 | 1.2837304 | NA | NA | Female reproductive system cancers - vagina |
| NEO038 | 0.4147437 | NA | NA | Female reproductive system cancers - all other types |
| NEO039 | 2.2909650 | NA | NA | Male reproductive system cancers - prostate |
| NEO041 | 0.0592491 | NA | NA | Male reproductive system cancers - penis |
| NEO042 | 0.4147437 | NA | NA | Male reproductive system cancers - all other types |
| NEO044 | 0.7504885 | NA | NA | Urinary system cancers - ureter and renal pelvis |
| NEO046 | 0.0197497 | NA | NA | Urinary system cancers - urethra |
| NEO047 | 0.0394994 | NA | NA | Urinary system cancers - all other types |
| NEO051 | 2.4292128 | NA | NA | Endocrine system cancers - pancreas |
| NEO052 | 0.6912394 | NA | NA | Endocrine system cancers - thymus |
| NEO053 | 1.1059831 | NA | NA | Endocrine system cancers - adrenocortical |
| NEO054 | 0.0394994 | NA | NA | Endocrine system cancers - parathyroid |
| NEO061 | 0.4937424 | NA | NA | Leukemia - chronic lymphocytic leukemia (CLL) |
| NEO063 | 0.0000000 | NA | NA | Leukemia - hairy cell |
| NEO067 | 0.2567461 | NA | NA | Mesothelioma |
| NVS003 | 1.0862334 | NA | NA | Other specified CNS infection and poliomyelitis |
| PNL001 | 0.0000000 | NA | NA | Liveborn |
| PNL003 | 0.1777473 | NA | NA | Neonatal acidemia and hypoxia |
| PNL005 | 0.0987485 | NA | NA | Respiratory distress syndrome |
| PNL007 | 0.2567461 | NA | NA | Hemolytic jaundice and perinatal jaundice |
| PNL008 | 0.3357449 | NA | NA | Birth trauma |
| PNL011 | 0.2172467 | NA | NA | Hemorrhagic and hematologic disorders of newborn |
| PNL012 | 0.3752443 | NA | NA | Neonatal digestive and feeding disorders |
| PRG001 | 2.4094631 | NA | NA | Antenatal screening |
| PRG003 | 16.7872432 | NA | NA | Spontaneous abortion and complications of spontaneous abortion |
| PRG004 | 3.3179492 | NA | NA | Induced abortion and complications of termination of pregnancy |
| PRG005 | 10.0920956 | NA | NA | Ectopic pregnancy and complications of ectopic pregnancy |
| PRG006 | 14.0222855 | NA | NA | Molar pregnancy and other abnormal products of conception |
| PRG007 | 2.6859589 | NA | NA | Complications following ectopic and/or molar pregnancy |
| PRG009 | 6.1619057 | NA | NA | Early, first or unspecified trimester hemorrhage |
| PRG012 | 48.0115155 | NA | NA | Multiple gestation |
| PRG015 | 29.6837959 | NA | NA | Obstetric history affecting care in pregnancy |
| PRG016 | 210.4922796 | NA | NA | Previous C-section |
| PRG025 | 5.0756723 | NA | NA | Anesthesia complications during pregnancy |
The following plot shows age-specific SMRs (among 21 categories) for each age group. Note the SMRs shown in the plots are all > 1. If there is no column corresponding to an x-axis value, that means its SMR is <= 1.
## Warning: Missing column names filled in: 'X1' [1]
## Parsed with column specification:
## cols(
## X1 = col_double(),
## DXCCSR_cat = col_character(),
## age = col_character(),
## sex_count = col_double()
## )
## Warning: Missing column names filled in: 'X1' [1]
## Parsed with column specification:
## cols(
## X1 = col_double(),
## AGE = col_character(),
## count = col_double()
## )
## Joining, by = c("DXCCSR_cat", "age")
## Warning: Column `age` joining character vector and factor, coercing into
## character vector
## Joining, by = c("DXCCSR_cat", "age")
## Warning: Column `age` joining character vector and factor, coercing into
## character vector
| DXCCSR_cat | 1~4 | 10~14 | 15~20 | 5~9 | description |
|---|---|---|---|---|---|
| BLD | 0.7635002 | 0.6385075 | 0.6538164 | 0.6838540 | Diseases of the Blood and Blood Forming Organs and Certain Disorders Involving the Immune Mechanism |
| CIR | 0.7704927 | 0.8077446 | 1.0162895 | 0.8587996 | Diseases of the Circulatory System |
| DIG | 1.2539917 | 0.9653138 | 1.4477992 | 1.0853030 | Diseases of the Digestive System |
| EAR | 0.8148339 | 1.3981069 | 3.0480584 | 1.0983413 | Diseases of the Ear and Mastoid Process |
| END | 1.0443184 | 0.9802444 | 1.3198890 | 1.0475085 | Endocrine, Nutritional and Metabolic Diseases |
| EXT | 1.0979352 | 0.7574428 | 1.0784526 | 2.6078846 | External Causes of Morbidity |
| EYE | 1.0812640 | 1.0673732 | 2.1506091 | 1.0470013 | Diseases of the Eye and Adnexa |
| FAC | 0.9888569 | 1.0487924 | 1.1142394 | 1.0963660 | Factors Influencing Health Status and Contact with Health Services |
| GEN | 0.7445760 | 0.8789374 | 0.8163853 | 0.8549003 | Diseases of the Genitourinary System |
| INF | 0.6897372 | 0.7386006 | 0.9017475 | 0.7206076 | Certain Infectious and Parasitic Diseases |
| INJ | 1.0661485 | 0.7837444 | 1.1495077 | 0.9024305 | Injury, Poisoning and Certain Other Consequences of External Causes |
| MAL | 1.0479043 | 1.5574016 | 3.1267141 | 1.4110900 | Congenital Malformations, Deformations and Chromosomal Abnormalities |
| MBD | 0.7038974 | 1.3198003 | 1.7025091 | 1.2915892 | Mental, Behavioral and Neurodevelopmental Disorders |
| MUS | 1.0074190 | 0.6749256 | 1.1346611 | 0.7105900 | Diseases of the Musculoskeletal System and Connective Tissue |
| NEO | 0.5306626 | 0.4568049 | 0.9175882 | 0.4811453 | Neoplasms |
| NVS | 2.0372254 | 1.6086154 | 2.5254285 | 1.7571540 | Diseases of the Nervous System |
| PNL | 0.9452248 | 3.2068484 | 9.8516629 | 2.5063982 | Certain Conditions Originating in the Perinatal Period |
| PRG | NA | NA | 0.0160819 | NA | Pregnancy, Childbirth and the Puerperium |
| RSP | 0.7719013 | 0.8939451 | 1.3031667 | 0.8060453 | Diseases of the Respiratory System |
| SKN | 0.8687370 | 0.8115615 | 1.6148740 | 0.8221543 | Diseases of the Skin and Subcutaneous Tissue |
| SYM | 1.1265696 | 1.1649684 | 1.6918928 | 1.1642084 | Symptoms, Signs and Abnormal Clinical and Laboratory Findings, Not Elsewhere Classified |
## Warning: Removed 3 rows containing missing values (geom_path).
## Warning: Removed 3 rows containing missing values (position_stack).
The following plot shows top 30 age-specific SMRs (among 540 categories) for each age group. Note the SMRs shown in the plots are all > 1.
## Warning: Missing column names filled in: 'X1' [1]
## Parsed with column specification:
## cols(
## X1 = col_double(),
## DXCCSR_sub = col_character(),
## age = col_character(),
## sex_count = col_double()
## )
## Warning: Missing column names filled in: 'X1' [1]
## Parsed with column specification:
## cols(
## X1 = col_double(),
## AGE = col_character(),
## count = col_double()
## )
## Joining, by = c("DXCCSR", "age")Joining, by = c("DXCCSR", "age")
| DXCCSR | 1~4 | 10~14 | 15~20 | 5~9 | description |
|---|---|---|---|---|---|
| BLD001 | 0.9423727 | 0.6818705 | 0.6797649 | 0.9984504 | Nutritional anemia |
| BLD002 | 0.7418960 | 0.7008646 | 0.8891322 | 0.7708688 | Hemolytic anemia |
| BLD003 | 0.5117560 | 0.6072995 | 0.4800132 | 0.5013053 | Aplastic anemia |
| BLD004 | 0.5942479 | 0.4144011 | 0.3378788 | 0.6711887 | Acute posthemorrhagic anemia |
| BLD005 | 0.5568517 | 0.1282406 | 0.2117490 | 0.3845621 | Sickle cell trait/anemia |
| BLD006 | 0.7344572 | 0.8417861 | 1.1943152 | 0.8520978 | Coagulation and hemorrhagic disorders |
| BLD007 | 0.8400752 | 0.6654932 | 0.9928755 | 0.6976678 | Diseases of white blood cells |
| BLD008 | 1.0041348 | 1.3697251 | 2.3634510 | 0.9260322 | Immunity disorders |
| BLD009 | NA | NA | 5.0292964 | NA | Postprocedural or postoperative complications of the spleen |
| BLD010 | 0.4157701 | 0.6897662 | 1.3245553 | 0.5783724 | Other specified and unspecified hematologic conditions |
| CIR001 | 0.3886730 | 0.6967540 | 0.6966703 | 1.0275113 | Chronic rheumatic heart disease |
| CIR002 | 4.7709617 | 0.9899713 | 3.9704972 | NA | Acute rheumatic heart disease |
| CIR003 | 0.7072854 | 0.8475870 | 1.4422680 | 1.1405077 | Nonrheumatic and unspecified valve disorders |
| CIR004 | 1.2500336 | 0.3616333 | 0.6512758 | 0.8726996 | Endocarditis and endocardial disease |
| CIR005 | 0.7726254 | 0.9093682 | 1.4216269 | 1.0018235 | Myocarditis and cardiomyopathy |
| CIR006 | 0.9501204 | 1.1119243 | 1.0502707 | 0.5440938 | Pericarditis and pericardial disease |
| CIR007 | 0.7942148 | 0.9487308 | 1.3708540 | 0.9559210 | Essential hypertension |
| CIR008 | 0.9585056 | 0.8343356 | 0.2390130 | 0.7208309 | Hypertension with complications and secondary hypertension |
| CIR009 | 15.9032056 | 2.1999362 | 0.6003139 | 18.7007060 | Acute myocardial infarction |
| CIR010 | NA | 8.7997448 | NA | NA | Complications of acute myocardial infarction |
| CIR011 | 1.3631319 | 0.2062440 | 0.7637289 | 0.8905098 | Coronary atherosclerosis and other heart disease |
| CIR012 | 1.1095260 | 0.3069678 | 0.3964879 | 0.4626979 | Nonspecific chest pain |
| CIR013 | NA | 0.3473583 | 0.2875253 | 0.4065371 | Acute pulmonary embolism |
| CIR014 | 0.6845422 | 0.8133269 | 0.9960733 | 0.9150193 | Pulmonary heart disease |
| CIR015 | 0.5483864 | 0.6356756 | 1.3461314 | 0.9224564 | Other and ill-defined heart disease |
| CIR016 | 1.2536834 | 0.9938856 | 1.5080875 | 1.3811218 | Conduction disorders |
| CIR017 | 0.5132826 | 0.6772508 | 1.7866535 | 0.8673404 | Cardiac dysrhythmias |
| CIR018 | 0.5143894 | 0.6199429 | 1.5572363 | 0.9750368 | Cardiac arrest and ventricular fibrillation |
| CIR019 | 0.5793518 | 0.8380709 | 0.9119399 | 0.7791961 | Heart failure |
| CIR020 | NA | 1.1519666 | 2.0068535 | 0.4202406 | Cerebral infarction |
| CIR021 | 1.1336939 | 0.3923453 | 1.3386958 | 0.7709593 | Acute hemorrhagic cerebrovascular disease |
| CIR022 | NA | 0.8999739 | 1.6641054 | 1.1072786 | Sequela of hemorrhagic cerebrovascular disease |
| CIR023 | 2.2718865 | 0.6438838 | 1.5798837 | 1.1527832 | Occlusion or stenosis of precerebral or cerebral arteries without infarction |
| CIR024 | 1.1683988 | 0.4704814 | 1.0273855 | 0.7656617 | Other and ill-defined cerebrovascular disease |
| CIR025 | 1.1636492 | 1.0639490 | 2.5146482 | 0.7048005 | Sequela of cerebral infarction and other cerebrovascular disease |
| CIR026 | 0.3495210 | 0.9677927 | 1.7507044 | 1.5400581 | Peripheral and visceral vascular disease |
| CIR027 | NA | NA | 0.2646998 | NA | Arterial dissections |
| CIR028 | 0.9605963 | 1.2571064 | 1.3842100 | 1.0063160 | Gangrene |
| CIR029 | NA | 0.7764481 | 0.8267337 | 1.0018235 | Aortic; peripheral; and visceral artery aneurysms |
| CIR030 | 0.6626336 | 0.2046452 | 0.3525208 | NA | Aortic and peripheral arterial embolism or thrombosis |
| CIR031 | 0.6770523 | 0.8010322 | 1.3300536 | 1.1895999 | Hypotension |
| CIR032 | 0.9116487 | 0.7316185 | 0.4195742 | 0.3800957 | Other specified and unspecified circulatory disease |
| CIR033 | 0.7875040 | 0.7189334 | 0.8285713 | 1.1926471 | Acute phlebitis; thrombophlebitis and thromboembolism |
| CIR034 | 0.8370108 | 0.2901015 | 0.5803034 | 1.1220424 | Chronic phlebitis; thrombophlebitis and thromboembolism |
| CIR036 | 0.6382557 | 0.4770946 | 0.4278229 | 1.2815205 | Postthrombotic syndrome and venous insufficiency/hypertension |
| CIR037 | 0.7937224 | 0.3611386 | 1.1430219 | 0.6879858 | Vasculitis |
| CIR038 | 0.7770296 | 0.5360251 | 1.2925762 | 0.3506382 | Postprocedural or postoperative circulatory system complication |
| CIR039 | 0.4539450 | 0.4252665 | 1.0048287 | 0.5090187 | Other specified diseases of veins and lymphatics |
| DIG001 | 1.1109403 | 0.9171103 | 1.3093758 | 1.0207876 | Intestinal infection |
| DIG002 | 1.6195008 | 1.4190115 | 1.2799234 | 1.0100218 | Disorders of teeth and gingiva |
| DIG003 | 0.8460652 | 0.8420311 | 1.5664567 | 0.7387871 | Diseases of mouth; excluding dental |
| DIG004 | 1.4568269 | 1.4290108 | 2.1468318 | 1.7549477 | Esophageal disorders |
| DIG005 | 2.1851733 | 1.0481086 | 1.5635118 | 1.2046467 | Gastroduodenal ulcer |
| DIG006 | 1.0602137 | 0.9484755 | 1.5262316 | 1.0200385 | Gastrointestinal and biliary perforation |
| DIG007 | 1.6060663 | 0.7788413 | 1.3260840 | 0.8714086 | Gastritis and duodenitis |
| DIG008 | 1.8857556 | 1.5673365 | 2.0982137 | 2.0997008 | Other specified and unspecified disorders of stomach and duodenum |
| DIG009 | 0.6757232 | 0.2709808 | 0.4248514 | 0.3344643 | Appendicitis and other appendiceal conditions |
| DIG010 | 0.7056890 | 0.8593501 | 1.5528910 | 0.7960005 | Abdominal hernia |
| DIG011 | 2.5513164 | 0.4846083 | 0.9603533 | 0.5843971 | Regional enteritis and ulcerative colitis |
| DIG012 | 1.1328978 | 1.2257401 | 1.9633148 | 1.2542922 | Intestinal obstruction and ileus |
| DIG013 | NA | 3.1679081 | NA | NA | Diverticulosis and diverticulitis |
| DIG014 | 1.4457460 | 1.0559694 | 0.9010684 | 0.7720475 | Hemorrhoids |
| DIG015 | 0.8886541 | 0.9834406 | 1.1748078 | 1.2234107 | Anal and rectal conditions |
| DIG016 | 0.7211347 | 0.3266684 | 0.6579021 | 0.4034051 | Peritonitis and intra-abdominal abscess |
| DIG017 | 0.7165399 | 0.3186318 | 0.3912305 | 0.6316513 | Biliary tract disease |
| DIG018 | 0.9400910 | 0.3118020 | 1.2046219 | 0.8391342 | Hepatic failure |
| DIG019 | 0.3860001 | 0.6878383 | 0.9931688 | 0.5225430 | Other specified and unspecified liver disease |
| DIG020 | 0.7981163 | 0.6959988 | 0.9099874 | 0.7754821 | Pancreatic disorders (excluding diabetes) |
| DIG021 | 1.0073048 | 1.0046220 | 1.7613780 | 1.1860611 | Gastrointestinal hemorrhage |
| DIG022 | 1.3332916 | 0.8703044 | 1.0743374 | 1.0753326 | Noninfectious gastroenteritis |
| DIG023 | NA | 0.5703538 | 1.2089655 | 0.7706335 | Noninfectious hepatitis |
| DIG024 | 0.6375450 | 1.1612204 | 1.9541893 | 1.1687941 | Postprocedural or postoperative digestive system complication |
| DIG025 | 1.7845311 | 1.5278040 | 2.4262499 | 1.5787353 | Other specified and unspecified gastrointestinal disorders |
| EAR001 | 0.6369539 | 1.2632089 | 3.5383103 | 1.0172442 | Otitis media |
| EAR002 | 1.3879161 | 0.6715227 | 1.8792745 | 0.7732706 | Diseases of middle ear and mastoid (except otitis media) |
| EAR003 | NA | 0.8122841 | 1.0700631 | NA | Diseases of inner ear and related conditions |
| EAR004 | 1.5656247 | 1.5778603 | 3.2832702 | 1.2962222 | Hearing loss |
| EAR005 | NA | NA | NA | 2.3375883 | Postprocedural or postoperative ear and/or mastoid process complication |
| EAR006 | 1.8740275 | 1.0815740 | 2.6108369 | 1.2560176 | Other specified and unspecified disorders of the ear |
| END001 | 1.1151992 | 1.5824470 | 2.4639363 | 1.3777771 | Thyroid disorders |
| END002 | 0.5908312 | 0.8701802 | 1.0484982 | 0.9935440 | Diabetes mellitus without complication |
| END003 | 0.8711745 | 0.4526417 | 0.6071471 | 0.6439527 | Diabetes mellitus with complication |
| END004 | 0.9006286 | 0.4463820 | 0.5689295 | 0.6436837 | Diabetes mellitus, Type 1 |
| END005 | NA | 1.0882882 | 2.1900635 | 1.1220424 | Diabetes mellitus, Type 2 |
| END006 | NA | 0.4504135 | 0.8835250 | 1.1600062 | Diabetes mellitus, due to underlying condition, drug or chemical induced, or other specified type |
| END007 | 1.0207639 | 1.1262243 | 2.1039214 | 1.3845538 | Nutritional deficiencies |
| END008 | 1.1307325 | 0.9044819 | 1.5735325 | 1.1186478 | Malnutrition |
| END009 | 2.5881020 | 1.2280798 | 1.4388768 | 1.3836558 | Obesity |
| END010 | 0.3038829 | 1.5911867 | 2.2838398 | 1.0085774 | Disorders of lipid metabolism |
| END011 | 1.0047947 | 0.8399847 | 1.0416799 | 0.9812708 | Fluid and electrolyte disorders |
| END012 | 1.1009912 | 0.5331926 | 0.8366982 | 0.4440292 | Cystic fibrosis |
| END013 | 0.7120838 | 1.2704021 | 2.7551304 | 1.2157247 | Pituitary disorders |
| END014 | 3.2903184 | 0.8799745 | 1.0234033 | NA | Postprocedural or postoperative endocrine or metabolic complication |
| END015 | 1.3637961 | 1.1273096 | 1.7548974 | 1.5452964 | Other specified and unspecified endocrine disorders |
| END016 | 1.0322568 | 1.0232471 | 1.4779619 | 0.9861990 | Other specified and unspecified nutritional and metabolic disorders |
| EXT002 | 0.9001814 | 1.7367917 | 2.4734245 | 1.6070919 | External cause codes: drowning/submersion; initial encounter |
| EXT004 | 0.6196054 | 1.5760737 | 1.4507586 | 3.8251444 | External cause codes: fire/burn; initial encounter |
| EXT011 | NA | NA | 6.8581315 | 9.3503530 | External cause codes: natural/environment; initial encounter |
| EXT012 | NA | 0.5866497 | NA | 1.1449412 | External cause codes: bites; initial encounter |
| EXT014 | 1.0594542 | 0.5005394 | 0.7826342 | 3.8179135 | External cause codes: poisoning by drug |
| EXT015 | 1.8379307 | 1.2877675 | 1.1583792 | 2.0036471 | External cause codes: poisoning by non-drug |
| EXT017 | 0.9736656 | 1.7599490 | 1.4833599 | 1.8546155 | External cause codes: suffocation/inhalation; initial encounter |
| EXT018 | 1.0983509 | 2.3908741 | 7.4970878 | 2.3410720 | External cause codes: other specified, classifiable and NEC; initial encounter |
| EXT019 | 95.4192334 | 0.6545265 | 1.4052446 | NA | External cause codes: unspecified mechanism |
| EXT020 | 1.1256185 | 1.7052137 | 1.8050913 | 2.7271863 | External cause codes: intent of injury, accidental/unintentional |
| EXT021 | 23.8548084 | 0.4250529 | 0.8069508 | 0.7791961 | External cause codes: intent of injury, self-harm |
| EXT022 | 1.0020690 | 2.5383879 | 5.5652050 | 3.5404249 | External cause codes: intent of injury, assault |
| EXT023 | 0.9769887 | 1.1820553 | 0.5971460 | 1.6352635 | External cause codes: intent of injury, undetermined |
| EYE001 | 0.8432144 | 0.7678135 | 1.5642962 | 0.7101534 | Cornea and external disease |
| EYE002 | 1.1225792 | 1.7031764 | 5.1670853 | 0.8765956 | Cataract and other lens disorders |
| EYE003 | 0.9087546 | 3.1758477 | 3.0734589 | 0.5968310 | Glaucoma |
| EYE004 | NA | 0.7707806 | 1.3006801 | 0.8765956 | Uveitis and ocular inflammation |
| EYE005 | 1.0150982 | 1.2983230 | 3.5033798 | 1.2196113 | Retinal and vitreous conditions |
| EYE006 | 0.7669329 | 0.9929673 | 1.3227738 | 0.8471150 | Neuro-ophthalmology |
| EYE007 | 1.9257788 | 1.2644493 | 3.0140319 | 1.0408085 | Strabismus |
| EYE008 | 0.4925772 | 0.3458415 | 1.7302625 | 0.5973394 | Oculofacial plastics and orbital conditions |
| EYE009 | 2.3202245 | 1.5456226 | 2.7185386 | 1.8328817 | Refractive error |
| EYE010 | 1.4058082 | 1.1241191 | 2.0730261 | 1.2051396 | Blindness and vision defects |
| EYE012 | 0.8206502 | 0.7448060 | 2.1615887 | 1.1554212 | Other specified eye disorders |
| FAC002 | NA | 0.4399872 | 2.9015172 | 1.2196113 | Encounter for mental health services related to abuse |
| FAC003 | 6.5408345 | 1.1845810 | 1.3081985 | 5.7604853 | Encounter for observation and examination for conditions ruled out (excludes infectious disease, neoplasm, mental disorders) |
| FAC004 | NA | 0.5279847 | 0.4360662 | NA | Encounter for prophylactic or other procedures |
| FAC005 | 47.7096167 | NA | NA | NA | Encounter for prophylactic measures (excludes immunization) |
| FAC006 | 0.3274843 | 0.4875592 | 1.2891500 | 0.4369916 | Encounter for antineoplastic therapies |
| FAC007 | NA | 1.7941227 | 2.3212137 | NA | Encounter for mental health conditions |
| FAC008 | NA | 1.2278714 | 1.4648436 | 1.6029177 | Neoplasm-related encounters |
| FAC009 | 0.7981926 | 0.8362227 | 1.3880355 | 0.8152276 | Implant, device or graft related encounter |
| FAC010 | 0.4962949 | 0.8830326 | 1.4015126 | 0.8847735 | Other aftercare encounter |
| FAC011 | NA | 3.7713192 | NA | NA | Counseling related to sexual behavior or orientation |
| FAC012 | 0.7407280 | 0.8718171 | 1.3519614 | 0.7607067 | Other specified encounters and counseling |
| FAC013 | NA | 0.6947167 | 0.2161589 | NA | Contraceptive and procreative management |
| FAC014 | NA | 0.3807582 | 0.9472990 | 0.6086029 | Medical examination/evaluation |
| FAC015 | 0.6874585 | 0.6392066 | 0.4051528 | 0.0574817 | Resistance to antimicrobial drugs |
| FAC016 | 0.7031788 | 0.7678931 | 0.3234804 | 0.8218684 | Exposure, encounters, screening or contact with infectious disease |
| FAC017 | 0.5388380 | 1.3831034 | 0.6084718 | 0.9592933 | No immunization or underimmunization |
| FAC019 | 1.5760919 | 1.3775458 | 1.9813586 | 2.4290837 | Socioeconomic/psychosocial factors |
| FAC020 | 5.9637021 | 0.9842927 | 0.7613310 | 5.8308381 | Lifestyle/life management factors |
| FAC021 | 0.9986766 | 1.0356073 | 1.2938993 | 1.1265209 | Personal/family history of disease |
| FAC022 | 0.7565450 | 0.5833539 | 0.7124610 | 0.7275865 | Acquired absence of limb or organ |
| FAC023 | 0.7821249 | 0.7476106 | 1.0655903 | 0.8476147 | Organ transplant status |
| FAC024 | 1.5180333 | 0.8843965 | 0.0190096 | 0.9571227 | Carrier status |
| FAC025 | 1.0157030 | 1.1119776 | 1.4718861 | 1.1405111 | Other specified status |
| GEN001 | 0.8575258 | 0.5013607 | 0.4664434 | 0.4892627 | Nephritis; nephrosis; renal sclerosis |
| GEN002 | 1.2185893 | 0.7967701 | 0.9430479 | 0.9185485 | Acute and unspecified renal failure |
| GEN003 | 0.9221371 | 0.9385424 | 0.9812685 | 0.6953502 | Chronic kidney disease |
| GEN004 | 0.4845293 | 0.7411251 | 0.5786406 | 0.5596506 | Urinary tract infections |
| GEN005 | 0.8370108 | 0.6803926 | 0.8539629 | 0.2555905 | Calculus of urinary tract |
| GEN006 | 0.8738470 | 0.7887460 | 0.7433373 | 0.6789035 | Other specified and unspecified diseases of kidney and ureters |
| GEN007 | 0.4058234 | 0.7175451 | 1.2495532 | 0.8274305 | Other specified and unspecified diseases of bladder and urethra |
| GEN008 | 3.3724053 | 2.5388298 | 6.3957855 | 2.1644336 | Urinary incontinence |
| GEN009 | 0.5541187 | 0.5706947 | 1.0015758 | 0.7291908 | Hematuria |
| GEN010 | 0.3521005 | 0.6285532 | 0.3929138 | 0.6916699 | Proteinuria |
| GEN011 | 0.5607821 | 0.9272458 | 1.9852486 | 0.7364757 | Vesicoureteral reflux |
| GEN013 | 0.4759064 | 1.1945355 | 1.7388525 | 0.4315548 | Inflammatory conditions of male genital organs |
| GEN016 | 0.7579639 | 0.9220949 | 1.2862174 | 0.9335535 | Other specified male genital disorders |
| GEN017 | NA | 1.1999652 | 1.0528883 | 1.7531912 | Nonmalignant breast conditions |
| GEN018 | 0.3547183 | 0.3808726 | 0.1998971 | 0.4545310 | Inflammatory diseases of female pelvic organs |
| GEN019 | NA | NA | 0.1120943 | NA | Endometriosis |
| GEN021 | NA | 0.4491637 | 0.7474734 | NA | Menstrual disorders |
| GEN022 | NA | 0.2130880 | 0.2588270 | NA | Benign ovarian cyst |
| GEN023 | NA | NA | 1.3006801 | NA | Menopausal disorders |
| GEN024 | NA | 0.5279847 | 0.6035156 | NA | Female infertility |
| GEN025 | 0.9354827 | 0.3963424 | 0.4178663 | 0.5513722 | Other specified female genital disorders |
| GEN026 | 0.5048637 | 1.1065547 | 0.6588598 | 0.9756890 | Postprocedural or postoperative genitourinary system complication |
| INF001 | NA | NA | 0.2794054 | 1.1000415 | Tuberculosis |
| INF002 | 0.7740100 | 0.7907438 | 0.9576991 | 0.6727416 | Septicemia |
| INF003 | 0.6767126 | 0.7058084 | 0.9387115 | 0.6134522 | Bacterial infections |
| INF004 | 0.7016120 | 0.8872171 | 1.7089511 | 0.8869900 | Fungal infections |
| INF005 | NA | NA | 0.7184709 | 1.4763715 | Foodborne intoxications |
| INF006 | NA | 0.3718202 | 0.1565134 | NA | HIV infection |
| INF007 | 0.4479776 | 0.7919770 | 0.2128481 | 1.1828760 | Hepatitis |
| INF008 | 0.6852601 | 0.7122597 | 0.7157834 | 0.7817252 | Viral infection |
| INF009 | 0.9765966 | 0.5972677 | 0.8018556 | 0.8177597 | Parasitic, other specified and unspecified infections |
| INF010 | NA | 0.1382159 | 0.0094547 | 0.6678824 | Sexually transmitted infections (excluding HIV and hepatitis) |
| INF011 | 3.5782213 | 3.2591647 | 1.5554525 | 1.9125722 | Sequela of specified infectious disease conditions |
| INJ001 | 1.1880154 | 0.4465364 | 0.5450827 | 0.6162733 | Fracture of head and neck, initial encounter |
| INJ002 | 2.5788982 | 0.4861737 | 0.3949709 | 0.4218204 | Fracture of the spine and back, initial encounter |
| INJ003 | 3.3363368 | 0.6168045 | 0.2570825 | 0.6261397 | Fracture of torso, initial encounter |
| INJ004 | 1.1512297 | 0.2878112 | 0.5914091 | 0.2611475 | Fracture of the upper limb, initial encounter |
| INJ005 | 0.5321764 | 0.4062397 | 0.4662815 | 0.5771198 | Fracture of the lower limb (except hip), initial encounter |
| INJ006 | NA | 1.4990102 | 1.6684870 | 1.4828754 | Fracture of the neck of the femur (hip), initial encounter |
| INJ007 | 1.8528006 | 0.8438111 | 0.5195554 | 0.5500208 | Dislocations, initial encounter |
| INJ008 | 1.4432228 | 0.4078852 | 0.5111651 | 0.8095036 | Traumatic brain injury (TBI); concussion, initial encounter |
| INJ009 | NA | 0.4399872 | 0.7396024 | 1.0788869 | Spinal cord injury (SCI), initial encounter |
| INJ010 | 1.1718151 | 0.4263230 | 0.2450370 | 0.2833440 | Internal organ injury, initial encounter |
| INJ011 | 1.9452419 | 1.0576616 | 1.4354229 | 0.8444691 | Open wounds of head and neck, initial encounter |
| INJ012 | 1.6740216 | 0.7454933 | 1.3875797 | 0.9947184 | Open wounds to limbs, initial encounter |
| INJ013 | NA | 0.4141056 | 0.5430850 | 0.7685222 | Open wounds of trunk, initial encounter |
| INJ014 | NA | 1.0886282 | 0.5257104 | 0.2504559 | Amputation of a limb, initial encounter |
| INJ015 | NA | NA | 5.3885319 | NA | Amputation of other body parts, initial encounter |
| INJ016 | NA | 0.2966206 | 0.5407846 | NA | Injury to blood vessels, initial encounter |
| INJ017 | 2.9029661 | 1.6426928 | 2.3863876 | 1.7880228 | Superficial injury; contusion, initial encounter |
| INJ018 | NA | 1.2571064 | 0.6705729 | NA | Crushing injury, initial encounter |
| INJ019 | 0.4179816 | 0.4114989 | 0.7872748 | 0.7665533 | Burn and corrosion, initial encounter |
| INJ020 | 1.1431056 | 2.4785307 | 6.8861620 | 1.8832867 | Effect of foreign body entering opening, initial encounter |
| INJ021 | 1.3355725 | 0.9817897 | 1.1993553 | 1.4763715 | Effect of other external causes, initial encounter |
| INJ022 | 1.0594542 | 0.5005394 | 0.7826342 | 3.8179135 | Poisoning by drugs, initial encounter |
| INJ023 | 1.3886375 | 1.0420750 | 1.1398817 | 1.5738218 | Toxic effects, initial encounter |
| INJ024 | NA | 0.7102933 | 0.3626896 | 0.7101534 | Sprains and strains, initial encounter |
| INJ025 | 0.9264003 | 0.3683614 | 0.8056640 | 0.8631095 | Injury to nerves, muscles and tendons, initial encounter |
| INJ026 | 1.9473313 | 1.5252891 | 0.8185112 | 0.9739951 | Other specified injury |
| INJ027 | 1.5771774 | 0.8898618 | 1.1653092 | 0.8616366 | Other unspecified injury |
| INJ028 | 2.2421148 | 1.6549979 | 3.4148625 | 2.0320676 | Adverse effects of drugs and medicaments, initial encounter |
| INJ029 | 6.1560796 | 2.1332715 | 3.2716086 | 4.8549910 | Underdosing of drugs and medicaments, initial encounter |
| INJ030 | 0.7824455 | 0.9998253 | 1.3330665 | 1.2230794 | Drug induced or toxic related condition |
| INJ031 | 1.1876162 | 0.9964883 | 2.0502418 | 0.9070264 | Allergic reactions |
| INJ032 | 1.0067680 | 2.5222198 | 3.9132854 | 3.6466377 | Maltreatment/abuse |
| INJ033 | 0.8497896 | 1.1864824 | 1.8359157 | 1.6390435 | Complication of cardiovascular device, implant or graft, initial encounter |
| INJ034 | NA | 1.2571064 | 1.2573241 | 2.3055665 | Complication of genitourinary device, implant or graft, initial encounter |
| INJ035 | 0.8297325 | 0.7475889 | 1.1517473 | 0.5343059 | Complication of internal orthopedic device or implant, initial encounter |
| INJ036 | 1.0732225 | 0.6349670 | 0.5342339 | 0.7738223 | Complication of transplanted organs or tissue, initial encounter |
| INJ037 | 1.0304453 | 1.1048138 | 1.9129288 | 1.0478844 | Complication of other surgical or medical care, injury, initial encounter |
| INJ038 | NA | 1.7897786 | 0.6035156 | NA | Fracture of head and neck, subsequent encounter |
| INJ039 | 15.9032056 | NA | 0.8312887 | NA | Fracture of the spine and back, subsequent encounter |
| INJ041 | 2.5788982 | 0.2095177 | 2.0527740 | 1.5162735 | Fracture of the upper limb, subsequent encounter |
| INJ042 | NA | 0.6103869 | 1.3213916 | NA | Fracture of lower limb (except hip), subsequent encounter |
| INJ043 | NA | NA | 1.3471330 | NA | Fracture of the neck of the femur (hip), subsequent encounter |
| INJ044 | NA | NA | NA | 4.0072942 | Dislocations, subsequent encounter |
| INJ045 | 1.2894491 | 0.2315722 | 0.4954972 | 0.8631095 | Traumatic brain injury (TBI); concussion, subsequent encounter |
| INJ046 | NA | NA | 1.1344278 | NA | Spinal cord injury (SCI), subsequent encounter |
| INJ047 | NA | NA | 0.4714965 | 3.5063824 | Internal organ injury, subsequent encounter |
| INJ048 | NA | 8.1228414 | 6.1835611 | 1.7531912 | Open wounds of head and neck, subsequent encounter |
| INJ049 | NA | 1.8206369 | 2.7308397 | 4.0072942 | Open wounds to limbs, subsequent encounter |
| INJ050 | NA | 3.2999043 | NA | NA | Open wounds of trunk, subsequent encounter |
| INJ054 | NA | 3.5674641 | 9.1441753 | 7.0127648 | Superficial injury; contusion, subsequent encounter |
| INJ056 | NA | 0.9103184 | NA | 2.0778562 | Burns and corrosion, subsequent encounter |
| INJ057 | NA | 5.2798469 | NA | 9.3503530 | Effect of foreign body entering opening, subsequent encounter |
| INJ059 | NA | 1.8081667 | 2.8647891 | NA | Poisoning by drugs, subsequent encounter |
| INJ060 | NA | 5.2798469 | NA | 9.3503530 | Toxic effects, subsequent encounter |
| INJ061 | NA | 1.8856596 | 5.3885319 | NA | Sprains and strains, subsequent encounter |
| INJ063 | NA | NA | 2.7940536 | 9.3503530 | Other specified injury, subsequent encounter |
| INJ064 | NA | NA | 6.8581315 | NA | Other unspecified injuries, subsequent encounter |
| INJ065 | NA | NA | 1.7961773 | 3.5063824 | Adverse effects of drugs and medicaments, subsequent encounter |
| INJ066 | NA | NA | 75.4394460 | NA | Underdosing of drugs and medicaments, subsequent encounter |
| INJ068 | NA | 1.9554988 | 15.0878892 | 2.1577738 | Maltreatment/abuse, subsequent encounter |
| INJ069 | NA | NA | NA | 5.6102118 | Complication of cardiovascular device, implant or graft, subsequent encounter |
| INJ072 | NA | 0.5866497 | 2.7940536 | 1.4025530 | Complication of other surgical or medical care, injury, subsequent encounter |
| INJ073 | 1.6451592 | 0.6641317 | 1.2817382 | 1.0788869 | Injury, sequela |
| INJ074 | 6.8156595 | NA | 5.8030343 | 3.2366607 | Effect of other external causes, sequela |
| INJ075 | NA | 5.2798469 | 2.0955402 | 3.5063824 | Poisoning/toxic effect/adverse effects/underdosing, sequela |
| INJ076 | NA | NA | NA | 2.3375883 | Complication, sequela |
| MAL001 | 1.0154657 | 1.7616148 | 3.3435766 | 1.6264430 | Cardiac and circulatory congenital anomalies |
| MAL002 | 0.5978649 | 0.9042180 | 2.0497132 | 0.8228702 | Digestive congenital anomalies |
| MAL003 | 0.5918862 | 1.0645939 | 1.1323395 | 0.9055854 | Genitourinary congenital anomalies |
| MAL004 | 1.0383792 | 1.3294578 | 2.6448399 | 1.1689851 | Nervous system congenital anomalies |
| MAL005 | 1.2483301 | 1.3036659 | 2.3294841 | 0.8357181 | Congenital malformations of eye, ear, face, neck |
| MAL006 | 0.2192286 | 0.8768976 | 1.4705545 | 0.2746738 | Cleft lip or palate |
| MAL007 | 0.6430951 | 1.4036403 | 3.2142120 | 1.2639992 | Respiratory congenital malformations |
| MAL008 | 1.1086942 | 0.9538185 | 1.5523473 | 0.9639948 | Musculoskeletal congenital conditions |
| MAL009 | 1.1984808 | 3.1212884 | 9.0147766 | 2.2717835 | Chromosomal abnormalities |
| MAL010 | 1.0888266 | 1.8783893 | 4.8092374 | 1.7641623 | Other specified and unspecified congenital anomalies |
| MBD001 | 5.7829838 | 3.1964139 | 3.4723584 | 3.5316082 | Schizophrenia spectrum and other psychotic disorders |
| MBD002 | NA | 0.7700690 | 1.2718233 | 1.4973875 | Depressive disorders |
| MBD003 | 23.8548084 | 2.2710680 | 2.8648178 | 4.3749358 | Bipolar and related disorders |
| MBD004 | 6.8156595 | 2.7455204 | 4.8485650 | 3.0141026 | Other specified and unspecified mood disorders |
| MBD005 | 3.9359104 | 1.5026917 | 1.9567972 | 2.6077256 | Anxiety and fear-related disorders |
| MBD006 | 13.3921731 | 3.8725878 | 8.5760972 | 5.9709571 | Obsessive-compulsive and related disorders |
| MBD007 | 1.9651558 | 0.8812326 | 1.5297114 | 1.1508805 | Trauma- and stressor-related disorders |
| MBD008 | 11.4936804 | 2.9651078 | 6.6901027 | 3.5420520 | Disruptive, impulse-control and conduct disorders |
| MBD009 | 6.8156595 | 1.3191765 | 1.5750233 | 4.3459387 | Personality disorders |
| MBD010 | 8.0911046 | 0.8495689 | 1.6289538 | 5.0457698 | Feeding and eating disorders |
| MBD011 | 5.4525276 | 1.3374061 | 2.0214214 | 1.0872504 | Somatic disorders |
| MBD012 | 4.3372379 | 0.7742792 | 1.0295539 | 1.3005929 | Suicidal ideation/attempt/intentional self-harm |
| MBD013 | 6.8977759 | 1.4095834 | 0.9251269 | 2.7431635 | Miscellaneous mental and behavioral disorders/conditions |
| MBD017 | NA | 0.2135428 | 0.3356015 | NA | Alcohol-related disorders |
| MBD018 | 0.8086376 | 0.2994242 | 0.3666297 | 1.0226949 | Opioid-related disorders |
| MBD019 | NA | 0.1591228 | 0.4806761 | NA | Cannabis-related disorders |
| MBD020 | 3.8510005 | 1.3366701 | 0.7483781 | 8.3556346 | Sedative-related disorders |
| MBD021 | 0.7726254 | 0.5387599 | 0.3437806 | 3.8426108 | Stimulant-related disorders |
| MBD022 | NA | NA | 0.2182854 | NA | Hallucinogen-related disorders |
| MBD023 | NA | NA | 2.1250548 | NA | Inhalant-related disorders |
| MBD024 | NA | 0.5382606 | 0.4385286 | 2.1577738 | Tobacco-related disorders |
| MBD025 | NA | 0.8015962 | 0.2207005 | 3.0325469 | Other specified substance-related disorders |
| MBD026 | NA | 1.0849000 | 0.4565171 | NA | Mental and substance use disorders in remission |
| MBD027 | NA | 1.8081667 | 2.9909913 | NA | Suicide attempt/intentional self-harm; subsequent encounter |
| MBD028 | NA | 8.7997448 | NA | NA | Opioid-related disorders; subsequent encounter |
| MBD032 | NA | NA | 4.7149654 | NA | Sedative-related disorders; subsequent encounter |
| MBD034 | NA | 6.5998086 | NA | NA | Mental and substance use disorders; sequela |
| MUS001 | 0.4976231 | 0.3438395 | 0.7210461 | 0.2829867 | Infective arthritis |
| MUS002 | 0.5979719 | 0.4023005 | 0.9554795 | 0.6937167 | Osteomyelitis |
| MUS003 | NA | 1.4531689 | 0.8440777 | 0.7192579 | Rheumatoid arthritis and related disease |
| MUS004 | 1.3011714 | 0.6374061 | 1.4405522 | 0.9102114 | Juvenile arthritis |
| MUS005 | 23.8548084 | NA | 0.6393173 | NA | Other specified chronic arthropathy |
| MUS006 | 1.7670228 | 0.3567464 | 1.1953433 | 0.8698003 | Osteoarthritis |
| MUS007 | 1.0409371 | 0.4227259 | 1.1202145 | 0.5724706 | Other specified joint disorders |
| MUS008 | 2.8064480 | 0.4061421 | NA | 1.2064972 | Immune-mediated/reactive arthropathies |
| MUS009 | 1.4241677 | 0.8782524 | 1.0444226 | 0.6600249 | Tendon and synovial disorders |
| MUS010 | 1.3113395 | 0.6017736 | 0.7694698 | 0.5781132 | Musculoskeletal pain, not low back pain |
| MUS011 | 1.1013763 | 0.7007204 | 0.6522570 | 0.9467571 | Spondylopathies/spondyloarthropathy (including infective) |
| MUS012 | NA | NA | 0.9371360 | NA | Biomechanical lesions |
| MUS013 | NA | 0.7810424 | 3.0963952 | 0.5783724 | Osteoporosis |
| MUS014 | 1.0150982 | 1.2705514 | 2.1250548 | 0.6131379 | Pathological fracture, initial encounter |
| MUS015 | NA | 1.0999681 | NA | NA | Pathological fracture, subsequent encounter |
| MUS016 | 15.9032056 | 1.5085277 | 1.9098594 | 3.6588338 | Stress fracture, initial encounter |
| MUS017 | NA | 5.2798469 | 6.2866205 | NA | Stress fracture, subsequent encounter |
| MUS020 | NA | 26.3992344 | NA | NA | Pathological, stress and atypical fractures, sequela |
| MUS021 | 2.1204274 | 1.2983230 | 2.4076419 | 1.3246333 | Acquired foot deformities |
| MUS022 | 0.5116313 | 0.7999768 | 2.0641497 | 0.5477915 | Scoliosis and other postural dorsopathic deformities |
| MUS023 | 0.7089096 | 0.6947167 | 1.2184498 | 0.5436252 | Acquired deformities (excluding foot) |
| MUS024 | 0.8139679 | 0.4359507 | 0.8793250 | 0.8566730 | Systemic lupus erythematosus and connective tissue disorders |
| MUS025 | 1.4512431 | 0.6955487 | 0.9402277 | 1.4398833 | Other specified connective tissue disease |
| MUS026 | 1.0636898 | 0.9276615 | 1.0107337 | 0.8415318 | Muscle disorders |
| MUS027 | NA | 1.3894334 | 1.3471330 | 4.3155475 | Musculoskeletal abscess |
| MUS028 | 0.4910081 | 0.4585475 | 1.2447898 | 0.4638364 | Other specified bone disease and musculoskeletal deformities |
| MUS029 | 1.1589381 | 0.5499841 | 0.5898315 | 0.4725293 | Disorders of jaw |
| MUS030 | NA | 0.3377301 | 0.5086948 | 0.3596290 | Aseptic necrosis and osteonecrosis |
| MUS031 | NA | NA | NA | 9.3503530 | Traumatic arthropathy |
| MUS033 | NA | NA | 1.6580098 | NA | Gout |
| MUS036 | NA | NA | 4.4376145 | NA | Autoinflammatory syndromes |
| MUS037 | NA | 0.2823448 | 0.6617495 | 0.6233569 | Postprocedural or postoperative musculoskeletal system complication |
| MUS038 | 0.9447449 | 0.3469779 | 0.4756371 | 0.1934556 | Low back pain |
| NEO001 | 0.4712061 | NA | NA | NA | Head and neck cancers - eye |
| NEO002 | NA | NA | 1.1787413 | 0.7381858 | Head and neck cancers - lip and oral cavity |
| NEO003 | NA | 19.7994258 | NA | NA | Head and neck cancers - throat |
| NEO006 | NA | 26.3992344 | NA | NA | Head and neck cancers - hypopharyngeal |
| NEO007 | NA | 7.9197703 | NA | 9.3503530 | Head and neck cancers - pharyngeal |
| NEO011 | NA | 1.8418071 | 0.8772029 | NA | Cardiac cancers |
| NEO015 | NA | NA | 3.9245955 | NA | Gastrointestinal cancers - colorectal |
| NEO017 | NA | NA | 1.7646654 | NA | Gastrointestinal cancers - liver |
| NEO020 | NA | 1.5528961 | NA | 1.2750481 | Gastrointestinal cancers - peritoneum |
| NEO022 | NA | NA | 1.7544057 | NA | Respiratory cancers |
| NEO023 | 0.1571981 | 0.3505516 | 0.7527814 | 0.1990445 | Bone cancer |
| NEO024 | 0.2551316 | 0.5106995 | 0.9521483 | 0.2493427 | Sarcoma |
| NEO025 | NA | NA | 2.2188072 | NA | Skin cancers - melanoma |
| NEO033 | NA | 0.5866497 | 0.2531525 | NA | Female reproductive system cancers - ovary |
| NEO040 | NA | NA | 2.6554685 | NA | Male reproductive system cancers - testis |
| NEO043 | NA | NA | NA | 5.1001926 | Urinary system cancers - bladder |
| NEO045 | 0.6567696 | 0.1404215 | NA | 0.4808753 | Urinary system cancers - kidney |
| NEO048 | 0.2830231 | 0.2972887 | 1.1415179 | 0.4742653 | Nervous system cancers - brain |
| NEO049 | 0.3469790 | 0.3180631 | 0.6503401 | NA | Nervous system cancers - all other types |
| NEO050 | NA | 1.1281724 | 1.1535083 | NA | Endocrine system cancers - thyroid |
| NEO055 | NA | NA | 9.4299308 | NA | Endocrine system cancers - pituitary gland |
| NEO056 | 0.1596307 | 0.1936374 | 1.7485964 | 0.3998275 | Endocrine system cancers - all other types |
| NEO057 | NA | 0.4418282 | 0.6001914 | NA | Hodgkin lymphoma |
| NEO058 | 0.4905873 | 0.3234209 | 0.1765905 | 0.5058388 | Non-Hodgkin lymphoma |
| NEO059 | 0.5701398 | 0.3359695 | 0.4477118 | 0.3220661 | Leukemia - acute lymphoblastic leukemia (ALL) |
| NEO060 | 0.6574160 | 0.2656527 | 0.6447816 | 0.3038021 | Leukemia - acute myeloid leukemia (AML) |
| NEO062 | NA | NA | NA | 1.0389281 | Leukemia - chronic myeloid leukemia (CML) |
| NEO064 | 0.4148662 | 0.6977771 | 0.7750628 | 0.1286746 | Leukemia - all other types |
| NEO065 | NA | 3.5198979 | 10.2871972 | NA | Multiple myeloma |
| NEO066 | NA | NA | 0.8111768 | NA | Malignant neuroendocrine tumors |
| NEO068 | 1.6740216 | 1.6922586 | 2.2519238 | 0.3016243 | Myelodysplastic syndrome (MDS) |
| NEO069 | NA | 0.8164712 | 0.6858131 | 1.0535609 | Cancer of other sites |
| NEO070 | 0.2375090 | 0.1807393 | 1.4522481 | 0.3384588 | Secondary malignancies |
| NEO071 | NA | NA | 5.8030343 | NA | Malignant neoplasm, unspecified |
| NEO072 | 1.0701222 | 0.7854318 | 1.0875186 | 1.0418221 | Neoplasms of unspecified nature or uncertain behavior |
| NEO073 | 1.4425080 | 0.6618611 | 0.9190966 | 1.5488315 | Benign neoplasms |
| NEO074 | 0.4040954 | 0.4086212 | 0.8873694 | 0.4331330 | Conditions due to neoplasm or the treatment of neoplasm |
| NVS001 | 0.9026144 | 0.5887430 | 0.3829414 | 0.3690929 | Meningitis |
| NVS002 | 1.6451592 | 0.7733464 | 1.4476653 | 0.6563671 | Encephalitis |
| NVS004 | NA | 5.0284256 | 12.4078036 | 3.5063824 | Parkinson`s disease |
| NVS005 | NA | NA | 0.3781426 | 2.2145573 | Multiple sclerosis |
| NVS006 | 1.2883939 | 1.5307317 | 3.0843075 | 1.3775074 | Other specified hereditary and degenerative nervous system conditions |
| NVS007 | 1.3075969 | 1.2077852 | 4.0550063 | 1.0218323 | Cerebral palsy |
| NVS008 | 0.9782028 | 0.6867898 | 0.7472272 | 0.6233569 | Paralysis (other than cerebral palsy) |
| NVS009 | 2.7402742 | 3.0873207 | 5.7043059 | 2.7449765 | Epilepsy; convulsions |
| NVS010 | 1.4522175 | 0.7942269 | 0.9876676 | 1.0828065 | Headache; including migraine |
| NVS011 | 0.6156080 | 1.3486199 | 2.5530817 | 1.1687941 | Neurocognitive disorders |
| NVS012 | NA | 0.8948893 | 0.6393173 | NA | Transient cerebral ischemia |
| NVS013 | 0.6531836 | 0.9785548 | 1.0006706 | 1.3472207 | Coma; stupor; and brain damage |
| NVS014 | 0.7454628 | 0.7134928 | 0.6636901 | 0.1541267 | CNS abscess |
| NVS015 | 0.5640546 | 0.7188668 | 0.6771228 | 0.9127726 | Polyneuropathies |
| NVS016 | 1.8884821 | 1.6578673 | 2.8215057 | 1.8148856 | Sleep wake disorders |
| NVS017 | 1.1263653 | 0.8465313 | 0.4887331 | 0.3807836 | Nerve and nerve root disorders |
| NVS018 | 0.9703651 | 1.0623434 | 2.8201662 | 0.8204349 | Myopathies |
| NVS019 | 1.0145843 | 0.6019750 | 0.8237715 | 0.7004010 | Nervous system pain and pain syndromes |
| NVS020 | 1.1213994 | 0.9617812 | 1.2738598 | 1.0493696 | Other specified nervous system disorders |
| NVS021 | 1.2938201 | 0.1396785 | 0.9704903 | 1.1722831 | Postprocedural or postoperative nervous system complication |
| NVS022 | 3.0780398 | 3.0170554 | 2.4076419 | 2.0933626 | Sequela of specified nervous system conditions |
| PNL002 | 0.5157796 | NA | NA | 2.9527431 | Short gestation; low birth weight; and fetal growth retardation |
| PNL004 | NA | NA | NA | 1.6500623 | Neonatal cerebral disorders |
| PNL006 | 0.9933755 | 1.3199617 | 7.4610441 | 2.0000755 | Respiratory perinatal condition |
| PNL009 | NA | NA | NA | 2.9527431 | Perinatal infections |
| PNL010 | NA | 5.9998260 | 13.1199037 | 3.5063824 | Newborn affected by maternal conditions or complications of labor/delivery |
| PNL013 | 0.5301069 | NA | 5.3885319 | 1.2196113 | Other specified and unspecified perinatal conditions |
| PNL014 | NA | 13.1996172 | NA | NA | Neonatal abstinence syndrome |
| PNL015 | 1.1359433 | 4.7696096 | 11.6516422 | 5.2595736 | Fetal alcohol syndrome |
| PRG002 | NA | NA | 0.0131872 | NA | Gestational weeks |
| PRG008 | NA | NA | 0.0347247 | NA | Supervision of high-risk pregnancy |
| PRG010 | NA | NA | 0.0166926 | NA | Hemorrhage after first trimester |
| PRG011 | NA | NA | 0.0127620 | NA | Early or threatened labor |
| PRG013 | NA | NA | 0.0296003 | NA | Maternal care related to fetal conditions |
| PRG014 | NA | NA | 0.0274525 | NA | Polyhydramnios and other problems of amniotic cavity |
| PRG017 | NA | NA | 0.0384895 | NA | Maternal care for abnormality of pelvic organs |
| PRG018 | NA | NA | 0.0171805 | NA | Maternal care related to disorders of the placenta and placental implantation |
| PRG019 | NA | NA | 0.0097644 | NA | Diabetes or abnormal glucose tolerance complicating pregnancy; childbirth; or the puerperium |
| PRG020 | NA | NA | 0.0215980 | NA | Hypertension and hypertensive-related conditions complicating pregnancy; childbirth; and the puerperium |
| PRG021 | NA | NA | 0.0365324 | NA | Maternal intrauterine infection |
| PRG022 | NA | NA | 0.0100699 | NA | Prolonged pregnancy |
| PRG023 | NA | NA | 0.0210578 | NA | Complications specified during childbirth |
| PRG024 | NA | NA | 0.0223365 | NA | Malposition, disproportion or other labor complications |
| PRG026 | NA | NA | 0.0134375 | NA | OB-related trauma to perineum and vulva |
| PRG027 | NA | NA | 0.0182164 | NA | Complications specified during the puerperium |
| PRG028 | NA | NA | 0.0386032 | NA | Other specified complications in pregnancy |
| PRG029 | NA | NA | 0.0080489 | NA | Uncomplicated pregnancy, delivery or puerperium |
| PRG030 | NA | NA | 0.0133630 | NA | Maternal outcome of delivery |
| RSP001 | 1.4885400 | 0.8115320 | 1.2639267 | 0.7717752 | Sinusitis |
| RSP002 | 0.5975105 | 0.6973675 | 1.6528789 | 0.5092396 | Pneumonia (except that caused by tuberculosis) |
| RSP003 | 0.6774185 | 1.1641453 | 1.8458588 | 0.7641325 | Influenza |
| RSP004 | 1.3522232 | 0.6160249 | 0.3213068 | 0.6642877 | Acute and chronic tonsillitis |
| RSP005 | 0.2647458 | 0.6075138 | 0.7920152 | 0.4312311 | Acute bronchitis |
| RSP006 | 0.7996823 | 0.7410311 | 0.9882595 | 0.7261712 | Other specified upper respiratory infections |
| RSP007 | 0.9741690 | 1.0481612 | 1.9449992 | 0.9396542 | Other specified and unspecified upper respiratory disease |
| RSP008 | 0.6447246 | 0.8221984 | 0.6059393 | 0.4362007 | Chronic obstructive pulmonary disease and bronchiectasis |
| RSP009 | 1.0191333 | 0.8926509 | 1.3145805 | 0.8351641 | Asthma |
| RSP010 | 0.9877037 | 1.2801980 | 2.6547090 | 1.0484771 | Aspiration pneumonitis |
| RSP011 | 0.6170129 | 0.8194773 | 1.2659107 | 0.6597457 | Pleurisy, pleural effusion and pulmonary collapse |
| RSP012 | 0.3965119 | 0.4969782 | 0.9407508 | 0.4833571 | Respiratory failure; insufficiency; arrest |
| RSP013 | 0.3359832 | 1.3713888 | 1.4035246 | 1.1496336 | Lung disease due to external agents |
| RSP014 | 0.4095246 | 0.5144466 | 0.5716220 | 0.8500321 | Pneumothorax |
| RSP015 | NA | NA | NA | 1.6500623 | Mediastinal disorders |
| RSP016 | 0.5285213 | 0.7007204 | 1.0039162 | 0.7991369 | Other specified and unspecified lower respiratory disease |
| RSP017 | 0.6824262 | 0.4558737 | 1.2115924 | 0.6951703 | Postprocedural or postoperative respiratory system complication |
| SKN001 | 0.6591905 | 0.6164613 | 1.1423240 | 0.6855069 | Skin and subcutaneous tissue infections |
| SKN002 | 1.1355624 | 0.8769155 | 1.8876134 | 0.7465038 | Other specified inflammatory condition of skin |
| SKN003 | 0.8225796 | 1.1753084 | 1.4340448 | 1.2546800 | Pressure ulcer of skin |
| SKN004 | NA | 0.8799745 | 1.8198112 | 1.7531912 | Non-pressure ulcer of skin |
| SKN005 | 0.6535564 | 1.3149044 | 2.1943269 | 1.5366316 | Contact dermatitis |
| SKN006 | NA | 0.9103184 | 0.8046874 | 1.0389281 | Postprocedural or postoperative skin complication |
| SKN007 | 1.0623215 | 0.8977505 | 2.1612096 | 0.9264570 | Other specified and unspecified skin disorders |
| SYM001 | 0.6432757 | 0.7481564 | 1.1989540 | 0.8792123 | Syncope |
| SYM002 | 0.6438269 | 0.5754148 | 1.0303395 | 0.6648752 | Fever |
| SYM003 | 0.8665723 | 0.6402291 | 1.1985386 | 0.5789149 | Shock |
| SYM004 | 0.8609646 | 0.7956630 | 0.9301110 | 0.9377490 | Nausea and vomiting |
| SYM005 | 1.0568333 | 1.2321824 | 1.9292810 | 1.3009187 | Dysphagia |
| SYM006 | 0.8323440 | 0.7775671 | 0.9559523 | 0.8378821 | Abdominal pain and other digestive/abdomen signs and symptoms |
| SYM007 | 1.5520809 | 0.8494803 | 1.2005141 | 1.2467137 | Malaise and fatigue |
| SYM008 | 1.1645960 | 2.9768158 | 6.0346343 | 2.7423719 | Symptoms of mental and substance use conditions |
| SYM009 | NA | 4.3998724 | NA | NA | Abnormal findings related to substance use |
| SYM010 | 2.4998489 | 1.1646374 | 1.7401748 | 1.4369139 | Nervous system signs and symptoms |
| SYM011 | 0.9809807 | 0.8452957 | 1.4849884 | 1.1206560 | Genitourinary signs and symptoms |
| SYM012 | 0.7697900 | 0.6879279 | 1.0068731 | 0.8059105 | Circulatory signs and symptoms |
| SYM013 | 0.5623586 | 0.7099971 | 1.3329742 | 0.6043032 | Respiratory signs and symptoms |
| SYM014 | 1.0141681 | 0.8935837 | 1.1200929 | 0.7910883 | Skin/Subcutaneous signs and symptoms |
| SYM015 | 0.5048637 | 1.0337809 | 1.8952671 | 1.3337799 | General sensation/perception signs and symptoms |
| SYM016 | 2.2171925 | 2.3242223 | 3.5568408 | 2.2756889 | Other general signs and symptoms |
| SYM017 | 1.0317516 | 0.8223938 | 1.3126496 | 0.9038316 | Abnormal findings without diagnosis |
The following plot shows sex-specific SMRs (among 21 categories) for each sex_group. Note the SMRs shown in the plots are all > 1. If there is no column corresponding to an x-axis value, that means its SMR is <= 1.
## Warning: Missing column names filled in: 'X1' [1]
## Parsed with column specification:
## cols(
## X1 = col_double(),
## DXCCSR_cat = col_character(),
## sex = col_character(),
## crude_prop = col_double()
## )
## Warning: Missing column names filled in: 'X1' [1]
## Parsed with column specification:
## cols(
## X1 = col_double(),
## FEMALE = col_double(),
## count = col_double()
## )
## Joining, by = c("DXCCSR_cat", "sex")Joining, by = c("DXCCSR_cat", "sex")
| DXCCSR_cat | female | male | description |
|---|---|---|---|
| BLD | 0.6593225 | 0.6690129 | Diseases of the Blood and Blood Forming Organs and Certain Disorders Involving the Immune Mechanism |
| CIR | 0.9400892 | 0.8075635 | Diseases of the Circulatory System |
| DIG | 1.5310154 | 1.0533462 | Diseases of the Digestive System |
| EAR | 1.5265739 | 0.8679650 | Diseases of the Ear and Mastoid Process |
| END | 1.3514569 | 1.0071247 | Endocrine, Nutritional and Metabolic Diseases |
| EXT | 1.0231129 | 1.0314729 | External Causes of Morbidity |
| EYE | 2.0454857 | 1.0633294 | Diseases of the Eye and Adnexa |
| FAC | 1.1245525 | 1.0815161 | Factors Influencing Health Status and Contact with Health Services |
| GEN | 1.0405212 | 0.9208918 | Diseases of the Genitourinary System |
| INF | 0.8820987 | 0.6346777 | Certain Infectious and Parasitic Diseases |
| INJ | 1.2018008 | 0.7697670 | Injury, Poisoning and Certain Other Consequences of External Causes |
| MAL | 2.6081370 | 1.2987571 | Congenital Malformations, Deformations and Chromosomal Abnormalities |
| MBD | 1.6179149 | 1.4020664 | Mental, Behavioral and Neurodevelopmental Disorders |
| MUS | 1.3039504 | 0.7583685 | Diseases of the Musculoskeletal System and Connective Tissue |
| NEO | 0.6701462 | 0.5188993 | Neoplasms |
| NVS | 2.7857561 | 1.6977890 | Diseases of the Nervous System |
| PNL | 3.0248679 | 1.5158188 | Certain Conditions Originating in the Perinatal Period |
| PRG | 0.0260743 | NA | Pregnancy, Childbirth and the Puerperium |
| RSP | 1.1012552 | 0.7634347 | Diseases of the Respiratory System |
| SKN | 1.2448175 | 0.8273792 | Diseases of the Skin and Subcutaneous Tissue |
| SYM | 1.6749275 | 1.1015485 | Symptoms, Signs and Abnormal Clinical and Laboratory Findings, Not Elsewhere Classified |
The following plot shows top 30 SMRs among (540 categories) for each sex_group. Note the SMRs shown in the plots are all > 1.
## Warning: Missing column names filled in: 'X1' [1]
## Parsed with column specification:
## cols(
## X1 = col_double(),
## DXCCSR_sub = col_character(),
## sex = col_character(),
## sex_count = col_double()
## )
## Warning: Missing column names filled in: 'X1' [1]
## Parsed with column specification:
## cols(
## X1 = col_double(),
## FEMALE = col_double(),
## count = col_double()
## )
## Joining, by = c("DXCCSR", "sex")Joining, by = c("DXCCSR", "sex")
| DXCCSR | female | male | description |
|---|---|---|---|
| BLD001 | 0.7135310 | 0.8290440 | Nutritional anemia |
| BLD002 | 0.6892069 | 0.7780518 | Hemolytic anemia |
| BLD003 | 0.4780842 | 0.5832082 | Aplastic anemia |
| BLD004 | 0.3782494 | 0.4199466 | Acute posthemorrhagic anemia |
| BLD005 | 0.3073605 | 0.2489932 | Sickle cell trait/anemia |
| BLD006 | 0.9879623 | 0.8588886 | Coagulation and hemorrhagic disorders |
| BLD007 | 0.9367749 | 0.6597215 | Diseases of white blood cells |
| BLD008 | 2.0057704 | 1.1462787 | Immunity disorders |
| BLD009 | NA | 3.0784221 | Postprocedural or postoperative complications of the spleen |
| BLD010 | 1.6660495 | 0.5505766 | Other specified and unspecified hematologic conditions |
| CIR001 | 0.7804219 | 0.6654231 | Chronic rheumatic heart disease |
| CIR002 | 2.7372575 | 1.0415714 | Acute rheumatic heart disease |
| CIR003 | 1.4625189 | 0.8918533 | Nonrheumatic and unspecified valve disorders |
| CIR004 | 1.5418488 | 0.4226960 | Endocarditis and endocardial disease |
| CIR005 | 1.0234864 | 0.8499714 | Myocarditis and cardiomyopathy |
| CIR006 | 0.8423439 | 0.7601193 | Pericarditis and pericardial disease |
| CIR007 | 1.1461551 | 0.9133222 | Essential hypertension |
| CIR008 | 0.2701930 | 0.7282819 | Hypertension with complications and secondary hypertension |
| CIR009 | 1.1197872 | 0.5772041 | Acute myocardial infarction |
| CIR010 | NA | 2.7705799 | Complications of acute myocardial infarction |
| CIR011 | 0.4438796 | 0.5335367 | Coronary atherosclerosis and other heart disease |
| CIR012 | 0.2314107 | 0.3869274 | Nonspecific chest pain |
| CIR013 | 0.2495137 | 0.2516167 | Acute pulmonary embolism |
| CIR014 | 1.2219118 | 0.5662869 | Pulmonary heart disease |
| CIR015 | 1.0825312 | 0.7025445 | Other and ill-defined heart disease |
| CIR016 | 1.5386951 | 1.1680796 | Conduction disorders |
| CIR017 | 1.4352955 | 0.8686142 | Cardiac dysrhythmias |
| CIR018 | 0.9410775 | 0.7415561 | Cardiac arrest and ventricular fibrillation |
| CIR019 | 0.7462421 | 0.6485351 | Heart failure |
| CIR020 | 1.5416344 | 0.8270388 | Cerebral infarction |
| CIR021 | 0.7518408 | 0.7214036 | Acute hemorrhagic cerebrovascular disease |
| CIR022 | 2.3995440 | 0.7915943 | Sequela of hemorrhagic cerebrovascular disease |
| CIR023 | 2.4271249 | 0.8985665 | Occlusion or stenosis of precerebral or cerebral arteries without infarction |
| CIR024 | 1.5526461 | 0.6156844 | Other and ill-defined cerebrovascular disease |
| CIR025 | 2.2344960 | 1.0393093 | Sequela of cerebral infarction and other cerebrovascular disease |
| CIR026 | 2.0279610 | 1.1422333 | Peripheral and visceral vascular disease |
| CIR027 | NA | 0.1099436 | Arterial dissections |
| CIR028 | 1.2005516 | 1.0167266 | Gangrene |
| CIR029 | 0.6881374 | 0.5757049 | Aortic; peripheral; and visceral artery aneurysms |
| CIR030 | 0.3329097 | 0.2032210 | Aortic and peripheral arterial embolism or thrombosis |
| CIR031 | 1.2962167 | 1.0190222 | Hypotension |
| CIR032 | 1.0997910 | 0.4406489 | Other specified and unspecified circulatory disease |
| CIR033 | 1.1704198 | 0.6365968 | Acute phlebitis; thrombophlebitis and thromboembolism |
| CIR034 | 1.1920315 | 0.3848028 | Chronic phlebitis; thrombophlebitis and thromboembolism |
| CIR035 | NA | NA | Varicose veins of lower extremity |
| CIR036 | 1.0179883 | 0.5673542 | Postthrombotic syndrome and venous insufficiency/hypertension |
| CIR037 | 0.6455796 | 0.6206354 | Vasculitis |
| CIR038 | 0.6060349 | 0.5599394 | Postprocedural or postoperative circulatory system complication |
| CIR039 | 0.7685437 | 0.5104921 | Other specified diseases of veins and lymphatics |
| DIG001 | 1.6267647 | 0.8106998 | Intestinal infection |
| DIG002 | 1.4356698 | 1.1348071 | Disorders of teeth and gingiva |
| DIG003 | 1.1859015 | 0.8274737 | Diseases of mouth; excluding dental |
| DIG004 | 2.0846960 | 1.4971925 | Esophageal disorders |
| DIG005 | 1.0568058 | 1.1389129 | Gastroduodenal ulcer |
| DIG006 | 1.5244627 | 0.7809688 | Gastrointestinal and biliary perforation |
| DIG007 | 1.2435799 | 0.9978905 | Gastritis and duodenitis |
| DIG008 | 2.6921069 | 1.7900059 | Other specified and unspecified disorders of stomach and duodenum |
| DIG009 | 0.3949684 | 0.3536511 | Appendicitis and other appendiceal conditions |
| DIG010 | 0.9257734 | 0.7649087 | Abdominal hernia |
| DIG011 | 0.7695330 | 0.6337201 | Regional enteritis and ulcerative colitis |
| DIG012 | 2.0173804 | 1.1416481 | Intestinal obstruction and ileus |
| DIG013 | 2.1865667 | 0.3378756 | Diverticulosis and diverticulitis |
| DIG014 | 0.6864937 | 1.0229834 | Hemorrhoids |
| DIG015 | 0.9346466 | 0.9883292 | Anal and rectal conditions |
| DIG016 | 0.6426430 | 0.4212312 | Peritonitis and intra-abdominal abscess |
| DIG017 | 0.4016222 | 0.5444371 | Biliary tract disease |
| DIG018 | 0.8257648 | 0.6649392 | Hepatic failure |
| DIG019 | 0.6011201 | 0.8267725 | Other specified and unspecified liver disease |
| DIG020 | 0.9675503 | 0.8179549 | Pancreatic disorders (excluding diabetes) |
| DIG021 | 1.4118887 | 1.1178371 | Gastrointestinal hemorrhage |
| DIG022 | 1.4096657 | 0.8418152 | Noninfectious gastroenteritis |
| DIG023 | 1.3034560 | 0.7902661 | Noninfectious hepatitis |
| DIG024 | 1.6305212 | 0.9880000 | Postprocedural or postoperative digestive system complication |
| DIG025 | 2.5087950 | 1.7668526 | Other specified and unspecified gastrointestinal disorders |
| EAR001 | 1.0434359 | 0.5267857 | Otitis media |
| EAR002 | 1.3535889 | 0.7986151 | Diseases of middle ear and mastoid (except otitis media) |
| EAR003 | 1.6645485 | 0.3821490 | Diseases of inner ear and related conditions |
| EAR004 | 2.4598189 | 1.5521950 | Hearing loss |
| EAR005 | NA | 0.9894928 | Postprocedural or postoperative ear and/or mastoid process complication |
| EAR006 | 1.8451886 | 1.4446398 | Other specified and unspecified disorders of the ear |
| END001 | 2.4023091 | 1.9886113 | Thyroid disorders |
| END002 | 0.9178852 | 1.3638764 | Diabetes mellitus without complication |
| END003 | 0.6164688 | 0.5645382 | Diabetes mellitus with complication |
| END004 | 0.5663413 | 0.5694369 | Diabetes mellitus, Type 1 |
| END005 | 2.2117973 | 1.5548217 | Diabetes mellitus, Type 2 |
| END006 | 0.7961985 | 0.6683991 | Diabetes mellitus, due to underlying condition, drug or chemical induced, or other specified type |
| END007 | 1.9867192 | 1.4649739 | Nutritional deficiencies |
| END008 | 1.8196090 | 0.9448474 | Malnutrition |
| END009 | 1.3328548 | 1.7334317 | Obesity |
| END010 | 1.9400313 | 1.6206508 | Disorders of lipid metabolism |
| END011 | 1.1662615 | 0.7800546 | Fluid and electrolyte disorders |
| END012 | 0.7421767 | 0.6851737 | Cystic fibrosis |
| END013 | 2.4344536 | 1.2964471 | Pituitary disorders |
| END014 | 1.4663880 | 0.7890892 | Postprocedural or postoperative endocrine or metabolic complication |
| END015 | 2.2792728 | 1.1983299 | Other specified and unspecified endocrine disorders |
| END016 | 1.4953970 | 1.0284374 | Other specified and unspecified nutritional and metabolic disorders |
| END017 | NA | NA | Sequela of malnutrition and other nutritional deficiencies |
| EXT002 | 0.7845643 | 1.0675629 | External cause codes: drowning/submersion; initial encounter |
| EXT004 | 0.5089942 | 1.4582000 | External cause codes: fire/burn; initial encounter |
| EXT011 | NA | 4.6176332 | External cause codes: natural/environment; initial encounter |
| EXT012 | 1.9246342 | 0.5178654 | External cause codes: bites; initial encounter |
| EXT013 | NA | NA | External cause codes: overexertion; initial encounter |
| EXT014 | 0.8101165 | 0.7931902 | External cause codes: poisoning by drug |
| EXT015 | 1.6777742 | 0.8563611 | External cause codes: poisoning by non-drug |
| EXT017 | 0.9124192 | 1.1892791 | External cause codes: suffocation/inhalation; initial encounter |
| EXT018 | 2.5815453 | 2.2037195 | External cause codes: other specified, classifiable and NEC; initial encounter |
| EXT019 | 1.4705562 | 0.9981347 | External cause codes: unspecified mechanism |
| EXT020 | 1.5491277 | 1.2046000 | External cause codes: intent of injury, accidental/unintentional |
| EXT021 | 0.7579183 | 0.7589392 | External cause codes: intent of injury, self-harm |
| EXT022 | 3.0753682 | 1.9338806 | External cause codes: intent of injury, assault |
| EXT023 | 0.5013972 | 0.8338639 | External cause codes: intent of injury, undetermined |
| EYE001 | 1.4216890 | 0.6182690 | Cornea and external disease |
| EYE002 | 3.4406869 | 1.7244273 | Cataract and other lens disorders |
| EYE003 | 3.0575749 | 1.9913543 | Glaucoma |
| EYE004 | 0.9511706 | 0.9133780 | Uveitis and ocular inflammation |
| EYE005 | 2.0627659 | 1.3235254 | Retinal and vitreous conditions |
| EYE006 | 1.6299360 | 0.9179366 | Neuro-ophthalmology |
| EYE007 | 3.5509319 | 1.0703948 | Strabismus |
| EYE008 | 0.6839344 | 0.5951126 | Oculofacial plastics and orbital conditions |
| EYE009 | 3.0910060 | 1.9082140 | Refractive error |
| EYE010 | 2.1522791 | 1.3295065 | Blindness and vision defects |
| EYE011 | NA | NA | Postprocedural or postoperative eye complication |
| EYE012 | 1.9920742 | 0.9494958 | Other specified eye disorders |
| FAC001 | NA | NA | Encounter for administrative purposes |
| FAC002 | NA | 1.9107448 | Encounter for mental health services related to abuse |
| FAC003 | 2.4848303 | 3.4124445 | Encounter for observation and examination for conditions ruled out (excludes infectious disease, neoplasm, mental disorders) |
| FAC004 | NA | 0.4329031 | Encounter for prophylactic or other procedures |
| FAC005 | 6.4829784 | NA | Encounter for prophylactic measures (excludes immunization) |
| FAC006 | 0.6650705 | 0.5412907 | Encounter for antineoplastic therapies |
| FAC007 | 3.1583741 | 1.7560014 | Encounter for mental health conditions |
| FAC008 | NA | 1.5682528 | Neoplasm-related encounters |
| FAC009 | 1.3396589 | 0.8378620 | Implant, device or graft related encounter |
| FAC010 | 1.4520273 | 0.7193759 | Other aftercare encounter |
| FAC011 | 4.2474686 | NA | Counseling related to sexual behavior or orientation |
| FAC012 | 1.3535889 | 0.8632699 | Other specified encounters and counseling |
| FAC013 | 0.4044260 | NA | Contraceptive and procreative management |
| FAC014 | 0.1905284 | 0.6209182 | Medical examination/evaluation |
| FAC015 | 0.2306678 | 0.5414814 | Resistance to antimicrobial drugs |
| FAC016 | 0.3299205 | 0.7129002 | Exposure, encounters, screening or contact with infectious disease |
| FAC017 | 0.5880754 | 0.8886452 | No immunization or underimmunization |
| FAC018 | NA | NA | Screening for neurocognitive or neurodevelopmental condition |
| FAC019 | 1.8061226 | 1.9386726 | Socioeconomic/psychosocial factors |
| FAC020 | 1.0677246 | 0.6872756 | Lifestyle/life management factors |
| FAC021 | 1.3077740 | 1.1252805 | Personal/family history of disease |
| FAC022 | 0.5171282 | 0.6860868 | Acquired absence of limb or organ |
| FAC023 | 1.4463005 | 0.6916662 | Organ transplant status |
| FAC024 | 0.0490988 | 0.9792070 | Carrier status |
| FAC025 | 1.4381200 | 1.1153921 | Other specified status |
| GEN001 | 0.4272919 | 0.5505449 | Nephritis; nephrosis; renal sclerosis |
| GEN002 | 1.0542331 | 0.6728001 | Acute and unspecified renal failure |
| GEN003 | 1.1825948 | 0.7211657 | Chronic kidney disease |
| GEN004 | 0.8610312 | 0.9062791 | Urinary tract infections |
| GEN005 | 0.5944179 | 0.8179382 | Calculus of urinary tract |
| GEN006 | 0.8460294 | 0.6772304 | Other specified and unspecified diseases of kidney and ureters |
| GEN007 | 1.2740748 | 0.7770722 | Other specified and unspecified diseases of bladder and urethra |
| GEN008 | 5.1445199 | 3.3409035 | Urinary incontinence |
| GEN009 | 0.9623171 | 0.6704191 | Hematuria |
| GEN010 | 0.5491950 | 0.5698548 | Proteinuria |
| GEN011 | 1.2507427 | 0.8217065 | Vesicoureteral reflux |
| GEN012 | NA | NA | Hyperplasia of prostate |
| GEN013 | NA | 0.5621466 | Inflammatory conditions of male genital organs |
| GEN014 | NA | NA | Erectile dysfunction |
| GEN015 | NA | NA | Male infertility |
| GEN016 | NA | 0.5703716 | Other specified male genital disorders |
| GEN017 | 0.4181147 | 2.3579403 | Nonmalignant breast conditions |
| GEN018 | 0.5474515 | NA | Inflammatory diseases of female pelvic organs |
| GEN019 | 0.1717944 | NA | Endometriosis |
| GEN020 | NA | NA | Prolapse of female genital organs |
| GEN021 | 1.4389789 | NA | Menstrual disorders |
| GEN022 | 0.5319846 | NA | Benign ovarian cyst |
| GEN023 | 1.7723250 | NA | Menopausal disorders |
| GEN024 | 1.4077325 | NA | Female infertility |
| GEN025 | 0.9770246 | NA | Other specified female genital disorders |
| GEN026 | 1.6066512 | 0.5907420 | Postprocedural or postoperative genitourinary system complication |
| INF001 | 1.0573098 | 0.0985971 | Tuberculosis |
| INF002 | 0.7914793 | 0.7484682 | Septicemia |
| INF003 | 0.8808269 | 0.6687607 | Bacterial infections |
| INF004 | 1.4529863 | 0.9961899 | Fungal infections |
| INF005 | NA | 0.7388213 | Foodborne intoxications |
| INF006 | 0.2272631 | 0.1014864 | HIV infection |
| INF007 | 0.3740180 | 0.3837368 | Hepatitis |
| INF008 | 0.8130813 | 0.5318054 | Viral infection |
| INF009 | 1.1884374 | 0.7297859 | Parasitic, other specified and unspecified infections |
| INF010 | 0.0313746 | 0.0659662 | Sexually transmitted infections (excluding HIV and hepatitis) |
| INF011 | 7.1521891 | 1.7406785 | Sequela of specified infectious disease conditions |
| INJ001 | 0.5884953 | 0.4062191 | Fracture of head and neck, initial encounter |
| INJ002 | 0.7888156 | 0.2390079 | Fracture of the spine and back, initial encounter |
| INJ003 | 0.5058587 | 0.3226498 | Fracture of torso, initial encounter |
| INJ004 | 0.5773510 | 0.3428380 | Fracture of the upper limb, initial encounter |
| INJ005 | 0.9672888 | 0.2980341 | Fracture of the lower limb (except hip), initial encounter |
| INJ006 | 1.5873272 | 1.1338155 | Fracture of the neck of the femur (hip), initial encounter |
| INJ007 | 1.7389636 | 0.3927368 | Dislocations, initial encounter |
| INJ008 | 0.7603493 | 0.4188160 | Traumatic brain injury (TBI); concussion, initial encounter |
| INJ009 | 1.7227495 | 0.2947425 | Spinal cord injury (SCI), initial encounter |
| INJ010 | 0.7018609 | 0.1886970 | Internal organ injury, initial encounter |
| INJ011 | 1.5011900 | 0.8245246 | Open wounds of head and neck, initial encounter |
| INJ012 | 1.4181515 | 0.8266649 | Open wounds to limbs, initial encounter |
| INJ013 | 0.4314416 | 0.3396195 | Open wounds of trunk, initial encounter |
| INJ014 | 0.8322743 | 0.3590384 | Amputation of a limb, initial encounter |
| INJ015 | NA | 1.3852900 | Amputation of other body parts, initial encounter |
| INJ016 | NA | 0.2356508 | Injury to blood vessels, initial encounter |
| INJ017 | 2.4441339 | 1.5315298 | Superficial injury; contusion, initial encounter |
| INJ018 | 1.9708254 | 0.2725161 | Crushing injury, initial encounter |
| INJ019 | 0.7875149 | 0.3920945 | Burn and corrosion, initial encounter |
| INJ020 | 1.9689353 | 2.2102379 | Effect of foreign body entering opening, initial encounter |
| INJ021 | 1.4181515 | 0.8295149 | Effect of other external causes, initial encounter |
| INJ022 | 0.8101165 | 0.7931902 | Poisoning by drugs, initial encounter |
| INJ023 | 1.3733975 | 0.8752550 | Toxic effects, initial encounter |
| INJ024 | 0.2419972 | 0.4582914 | Sprains and strains, initial encounter |
| INJ025 | 0.3064094 | 0.4639111 | Injury to nerves, muscles and tendons, initial encounter |
| INJ026 | 1.5474446 | 0.6337928 | Other specified injury |
| INJ027 | 1.4400141 | 0.8627251 | Other unspecified injury |
| INJ028 | 2.3682571 | 2.1299353 | Adverse effects of drugs and medicaments, initial encounter |
| INJ029 | 4.4468083 | 2.4254235 | Underdosing of drugs and medicaments, initial encounter |
| INJ030 | 1.3053396 | 1.0020381 | Drug induced or toxic related condition |
| INJ031 | 1.3873803 | 1.0756178 | Allergic reactions |
| INJ032 | 2.6685920 | 2.0023365 | Maltreatment/abuse |
| INJ033 | 1.7780101 | 1.2335915 | Complication of cardiovascular device, implant or graft, initial encounter |
| INJ034 | 1.4212683 | 1.1581202 | Complication of genitourinary device, implant or graft, initial encounter |
| INJ035 | 1.4611695 | 0.6997723 | Complication of internal orthopedic device or implant, initial encounter |
| INJ036 | 0.9367041 | 0.6134435 | Complication of transplanted organs or tissue, initial encounter |
| INJ037 | 1.5612560 | 1.1114501 | Complication of other surgical or medical care, injury, initial encounter |
| INJ038 | 1.2569040 | 0.4929857 | Fracture of head and neck, subsequent encounter |
| INJ039 | 2.0760099 | 0.2357940 | Fracture of the spine and back, subsequent encounter |
| INJ040 | NA | NA | Fracture of torso, subsequent encounter |
| INJ041 | 2.6632776 | 0.8007456 | Fracture of the upper limb, subsequent encounter |
| INJ042 | 1.2484114 | 0.5423647 | Fracture of lower limb (except hip), subsequent encounter |
| INJ043 | NA | 0.5037418 | Fracture of the neck of the femur (hip), subsequent encounter |
| INJ044 | NA | 0.9553724 | Dislocations, subsequent encounter |
| INJ045 | 0.4737561 | 0.3221605 | Traumatic brain injury (TBI); concussion, subsequent encounter |
| INJ046 | NA | 0.4505008 | Spinal cord injury (SCI), subsequent encounter |
| INJ047 | NA | 0.3929901 | Internal organ injury, subsequent encounter |
| INJ048 | 8.2117726 | 2.4549442 | Open wounds of head and neck, subsequent encounter |
| INJ049 | 2.0760099 | 2.4737321 | Open wounds to limbs, subsequent encounter |
| INJ050 | NA | 0.8937355 | Open wounds of trunk, subsequent encounter |
| INJ051 | NA | NA | Amputation of a limb, subsequent encounter |
| INJ052 | NA | NA | Amputation of other body parts, subsequent encounter |
| INJ053 | NA | NA | Injury to blood vessels, subsequent encounter |
| INJ054 | 4.9270636 | 5.3624127 | Superficial injury; contusion, subsequent encounter |
| INJ055 | NA | NA | Crushing injury, subsequent encounter |
| INJ056 | 1.8950245 | 0.6156844 | Burns and corrosion, subsequent encounter |
| INJ057 | 12.3176590 | 3.9579713 | Effect of foreign body entering opening, subsequent encounter |
| INJ058 | NA | NA | Effect of other external causes, subsequent encounter |
| INJ059 | 3.9416509 | 2.5187090 | Poisoning by drugs, subsequent encounter |
| INJ060 | NA | 4.2624306 | Toxic effects, subsequent encounter |
| INJ061 | 4.1058863 | 2.9684785 | Sprains and strains, subsequent encounter |
| INJ062 | NA | NA | Injury to nerves, muscles and tendons, subsequent encounter |
| INJ063 | NA | 2.7705799 | Other specified injury, subsequent encounter |
| INJ064 | NA | 2.5187090 | Other unspecified injuries, subsequent encounter |
| INJ065 | 1.9867192 | 1.4582000 | Adverse effects of drugs and medicaments, subsequent encounter |
| INJ066 | NA | 27.7057991 | Underdosing of drugs and medicaments, subsequent encounter |
| INJ067 | NA | NA | Allergic reactions, subsequent encounter |
| INJ068 | 8.0332558 | 3.4632249 | Maltreatment/abuse, subsequent encounter |
| INJ069 | NA | 2.3088166 | Complication of cardiovascular device, implant or graft, subsequent encounter |
| INJ070 | NA | NA | Complication of genitourinary device, implant or graft, subsequent encounter |
| INJ071 | NA | NA | Complication of internal orthopedic device or implant, subsequent encounter |
| INJ072 | 1.3686288 | 1.2480090 | Complication of other surgical or medical care, injury, subsequent encounter |
| INJ073 | 0.9296346 | 0.8030666 | Injury, sequela |
| INJ074 | 3.0043071 | 2.9474254 | Effect of other external causes, sequela |
| INJ075 | 3.6228409 | 2.8520676 | Poisoning/toxic effect/adverse effects/underdosing, sequela |
| INJ076 | 3.1583741 | NA | Complication, sequela |
| MAL001 | 2.3982262 | 1.2953597 | Cardiac and circulatory congenital anomalies |
| MAL002 | 1.4722302 | 0.6837507 | Digestive congenital anomalies |
| MAL003 | 0.9204229 | 0.7753920 | Genitourinary congenital anomalies |
| MAL004 | 2.4439399 | 1.1840279 | Nervous system congenital anomalies |
| MAL005 | 2.1164362 | 0.9771755 | Congenital malformations of eye, ear, face, neck |
| MAL006 | 0.6642237 | 0.4491315 | Cleft lip or palate |
| MAL007 | 1.1557529 | 0.6964375 | Respiratory congenital malformations |
| MAL008 | 1.6686484 | 0.8970346 | Musculoskeletal congenital conditions |
| MAL009 | 5.3531706 | 2.2312477 | Chromosomal abnormalities |
| MAL010 | 3.7816627 | 1.6540245 | Other specified and unspecified congenital anomalies |
| MBD001 | 4.6414367 | 1.8221891 | Schizophrenia spectrum and other psychotic disorders |
| MBD002 | 1.1643652 | 1.2220290 | Depressive disorders |
| MBD003 | 2.7226454 | 2.3950705 | Bipolar and related disorders |
| MBD004 | 4.5780618 | 3.5202743 | Other specified and unspecified mood disorders |
| MBD005 | 1.9557347 | 2.1151915 | Anxiety and fear-related disorders |
| MBD006 | 7.7721975 | 5.8689765 | Obsessive-compulsive and related disorders |
| MBD007 | 1.4422004 | 1.4328210 | Trauma- and stressor-related disorders |
| MBD008 | 6.0345880 | 3.9261235 | Disruptive, impulse-control and conduct disorders |
| MBD009 | 1.8032722 | 1.5645308 | Personality disorders |
| MBD010 | 1.7979867 | 3.5843806 | Feeding and eating disorders |
| MBD011 | 2.6232051 | 1.8690420 | Somatic disorders |
| MBD012 | 1.0194465 | 1.0322053 | Suicidal ideation/attempt/intentional self-harm |
| MBD013 | 1.0497094 | 2.5213137 | Miscellaneous mental and behavioral disorders/conditions |
| MBD014 | NA | NA | Neurodevelopmental disorders |
| MBD017 | 0.3467100 | 0.1727823 | Alcohol-related disorders |
| MBD018 | 0.2192109 | 0.2858300 | Opioid-related disorders |
| MBD019 | 0.3045267 | 0.2743977 | Cannabis-related disorders |
| MBD020 | 0.9904550 | 0.7646658 | Sedative-related disorders |
| MBD021 | 0.2223404 | 0.2689505 | Stimulant-related disorders |
| MBD022 | 0.2410501 | 0.0866483 | Hallucinogen-related disorders |
| MBD023 | 2.0529432 | 0.7696055 | Inhalant-related disorders |
| MBD024 | 0.2126007 | 0.3465101 | Tobacco-related disorders |
| MBD025 | 0.1209155 | 0.2704747 | Other specified substance-related disorders |
| MBD026 | 0.5517428 | 0.3840408 | Mental and substance use disorders in remission |
| MBD027 | 4.1058863 | 2.7251606 | Suicide attempt/intentional self-harm; subsequent encounter |
| MBD028 | NA | 3.4632249 | Opioid-related disorders; subsequent encounter |
| MBD029 | NA | NA | Stimulant-related disorders; subsequent encounter |
| MBD030 | NA | NA | Cannabis-related disorders; subsequent encounter |
| MBD032 | 9.4751223 | NA | Sedative-related disorders; subsequent encounter |
| MBD034 | 5.1323579 | 1.7316124 | Mental and substance use disorders; sequela |
| MUS001 | 0.2136628 | 0.3867924 | Infective arthritis |
| MUS002 | 1.2041703 | 0.5215377 | Osteomyelitis |
| MUS003 | 1.3244795 | 0.9595082 | Rheumatoid arthritis and related disease |
| MUS004 | 1.6446628 | 1.1470554 | Juvenile arthritis |
| MUS005 | 1.2442080 | 0.4776862 | Other specified chronic arthropathy |
| MUS006 | 1.0494278 | 0.8284126 | Osteoarthritis |
| MUS007 | 0.8536494 | 0.6427113 | Other specified joint disorders |
| MUS008 | NA | 1.2352904 | Immune-mediated/reactive arthropathies |
| MUS009 | 1.1792363 | 0.7607595 | Tendon and synovial disorders |
| MUS010 | 0.7555220 | 0.6982158 | Musculoskeletal pain, not low back pain |
| MUS011 | 1.0478655 | 0.6451275 | Spondylopathies/spondyloarthropathy (including infective) |
| MUS012 | 0.8494937 | 0.4262431 | Biomechanical lesions |
| MUS013 | 4.1354251 | 0.9553724 | Osteoporosis |
| MUS014 | 2.3687806 | 0.9745758 | Pathological fracture, initial encounter |
| MUS015 | NA | 0.5654245 | Pathological fracture, subsequent encounter |
| MUS016 | NA | 3.0408804 | Stress fracture, initial encounter |
| MUS017 | NA | 9.2352664 | Stress fracture, subsequent encounter |
| MUS018 | NA | NA | Atypical fracture, initial encounter |
| MUS020 | NA | 5.5411598 | Pathological, stress and atypical fractures, sequela |
| MUS021 | 2.7180391 | 1.4764846 | Acquired foot deformities |
| MUS022 | 1.9667757 | 1.1997178 | Scoliosis and other postural dorsopathic deformities |
| MUS023 | 1.1764301 | 0.7584137 | Acquired deformities (excluding foot) |
| MUS024 | 0.9414291 | 0.7260830 | Systemic lupus erythematosus and connective tissue disorders |
| MUS025 | 1.6062147 | 0.7567788 | Other specified connective tissue disease |
| MUS026 | 1.5854954 | 0.6531381 | Muscle disorders |
| MUS027 | 5.1323579 | 1.0389675 | Musculoskeletal abscess |
| MUS028 | 0.8933309 | 0.6585066 | Other specified bone disease and musculoskeletal deformities |
| MUS029 | 0.4528551 | 0.5212083 | Disorders of jaw |
| MUS030 | 0.3612217 | 0.3645500 | Aseptic necrosis and osteonecrosis |
| MUS031 | NA | 1.3193238 | Traumatic arthropathy |
| MUS032 | NA | NA | Neurogenic/neuropathic arthropathy |
| MUS033 | NA | 0.8795492 | Gout |
| MUS034 | NA | NA | Crystal arthropathies (excluding gout) |
| MUS035 | NA | NA | Osteomalacia |
| MUS036 | NA | 0.6596619 | Autoinflammatory syndromes |
| MUS037 | 0.9827919 | 0.3395319 | Postprocedural or postoperative musculoskeletal system complication |
| MUS038 | 0.5650302 | 0.3320269 | Low back pain |
| NEO001 | NA | 0.1787471 | Head and neck cancers - eye |
| NEO002 | NA | 0.5541160 | Head and neck cancers - lip and oral cavity |
| NEO003 | NA | 10.3896747 | Head and neck cancers - throat |
| NEO004 | NA | NA | Head and neck cancers - salivary gland |
| NEO005 | NA | NA | Head and neck cancers - nasopharyngeal |
| NEO006 | NA | 27.7057991 | Head and neck cancers - hypopharyngeal |
| NEO007 | 12.3176590 | 8.3117397 | Head and neck cancers - pharyngeal |
| NEO008 | NA | NA | Head and neck cancers - laryngeal |
| NEO009 | NA | NA | Head and neck cancers - tonsils |
| NEO010 | NA | NA | Head and neck cancers - all other types |
| NEO011 | NA | 0.4983057 | Cardiac cancers |
| NEO012 | NA | NA | Gastrointestinal cancers - esophagus |
| NEO013 | NA | NA | Gastrointestinal cancers - stomach |
| NEO014 | NA | NA | Gastrointestinal cancers - small intestine |
| NEO015 | NA | 2.1131542 | Gastrointestinal cancers - colorectal |
| NEO016 | NA | NA | Gastrointestinal cancers - anus |
| NEO017 | NA | 0.1219177 | Gastrointestinal cancers - liver |
| NEO018 | NA | NA | Gastrointestinal cancers - bile duct |
| NEO019 | NA | NA | Gastrointestinal cancers - gallbladder |
| NEO020 | NA | 0.8937355 | Gastrointestinal cancers - peritoneum |
| NEO021 | NA | NA | Gastrointestinal cancers - all other types |
| NEO022 | NA | 0.2784502 | Respiratory cancers |
| NEO023 | 0.4763426 | 0.4056228 | Bone cancer |
| NEO024 | 0.4453239 | 0.4625608 | Sarcoma |
| NEO025 | NA | 0.8658062 | Skin cancers - melanoma |
| NEO026 | NA | NA | Skin cancers - basal cell carcinoma |
| NEO027 | NA | NA | Skin cancers - squamous cell carcinoma |
| NEO028 | NA | NA | Skin cancers - all other types |
| NEO029 | NA | NA | Breast cancer - ductal carcinoma in situ (DCIS) |
| NEO030 | NA | NA | Breast cancer - all other types |
| NEO031 | NA | NA | Female reproductive system cancers - uterus |
| NEO032 | NA | NA | Female reproductive system cancers - cervix |
| NEO033 | 1.0978306 | NA | Female reproductive system cancers - ovary |
| NEO034 | NA | NA | Female reproductive system cancers - fallopian tube |
| NEO035 | NA | NA | Female reproductive system cancers - endometrium |
| NEO036 | NA | NA | Female reproductive system cancers - vulva |
| NEO037 | NA | NA | Female reproductive system cancers - vagina |
| NEO038 | NA | NA | Female reproductive system cancers - all other types |
| NEO039 | NA | NA | Male reproductive system cancers - prostate |
| NEO040 | NA | 0.7735122 | Male reproductive system cancers - testis |
| NEO041 | NA | NA | Male reproductive system cancers - penis |
| NEO042 | NA | NA | Male reproductive system cancers - all other types |
| NEO043 | NA | 1.2405582 | Urinary system cancers - bladder |
| NEO044 | NA | NA | Urinary system cancers - ureter and renal pelvis |
| NEO045 | 0.1072033 | 0.6029899 | Urinary system cancers - kidney |
| NEO046 | NA | NA | Urinary system cancers - urethra |
| NEO047 | NA | NA | Urinary system cancers - all other types |
| NEO048 | 0.9508882 | 0.3834917 | Nervous system cancers - brain |
| NEO049 | 0.2582318 | 0.2541816 | Nervous system cancers - all other types |
| NEO050 | 0.6640247 | 1.7316124 | Endocrine system cancers - thyroid |
| NEO051 | NA | NA | Endocrine system cancers - pancreas |
| NEO052 | NA | NA | Endocrine system cancers - thymus |
| NEO053 | NA | NA | Endocrine system cancers - adrenocortical |
| NEO054 | NA | NA | Endocrine system cancers - parathyroid |
| NEO055 | 4.5620959 | NA | Endocrine system cancers - pituitary gland |
| NEO056 | 0.4963939 | 0.2575846 | Endocrine system cancers - all other types |
| NEO057 | 0.6936735 | 0.3763807 | Hodgkin lymphoma |
| NEO058 | 0.4481477 | 0.3160057 | Non-Hodgkin lymphoma |
| NEO059 | 0.4438296 | 0.3523583 | Leukemia - acute lymphoblastic leukemia (ALL) |
| NEO060 | 0.4249911 | 0.3869525 | Leukemia - acute myeloid leukemia (AML) |
| NEO061 | NA | NA | Leukemia - chronic lymphocytic leukemia (CLL) |
| NEO062 | NA | 0.1799078 | Leukemia - chronic myeloid leukemia (CML) |
| NEO064 | 0.9426780 | 0.3854720 | Leukemia - all other types |
| NEO065 | NA | 6.0229998 | Multiple myeloma |
| NEO066 | 2.6207785 | NA | Malignant neuroendocrine tumors |
| NEO067 | NA | NA | Mesothelioma |
| NEO068 | 1.3388760 | 1.1789702 | Myelodysplastic syndrome (MDS) |
| NEO069 | 0.5782938 | 0.6486307 | Cancer of other sites |
| NEO070 | 0.3301689 | 0.4711463 | Secondary malignancies |
| NEO071 | NA | 1.4711044 | Malignant neoplasm, unspecified |
| NEO072 | 0.8469541 | 0.9502618 | Neoplasms of unspecified nature or uncertain behavior |
| NEO073 | 1.3766658 | 0.9883633 | Benign neoplasms |
| NEO074 | 0.5746964 | 0.4652049 | Conditions due to neoplasm or the treatment of neoplasm |
| NVS001 | 0.5750541 | 0.4606199 | Meningitis |
| NVS002 | 1.7908101 | 0.8119522 | Encephalitis |
| NVS003 | NA | NA | Other specified CNS infection and poliomyelitis |
| NVS004 | 17.5966557 | 4.8183998 | Parkinson`s disease |
| NVS005 | 0.1730008 | 0.6044902 | Multiple sclerosis |
| NVS006 | 2.7580337 | 1.5691957 | Other specified hereditary and degenerative nervous system conditions |
| NVS007 | 3.6989376 | 1.2943995 | Cerebral palsy |
| NVS008 | 1.3234055 | 0.5236345 | Paralysis (other than cerebral palsy) |
| NVS009 | 5.3324549 | 2.8516099 | Epilepsy; convulsions |
| NVS010 | 1.1231033 | 1.1526009 | Headache; including migraine |
| NVS011 | 3.1232159 | 1.1978601 | Neurocognitive disorders |
| NVS012 | 1.1197872 | 0.4363118 | Transient cerebral ischemia |
| NVS013 | 1.0987010 | 0.8853084 | Coma; stupor; and brain damage |
| NVS014 | 1.8834341 | 0.3326597 | CNS abscess |
| NVS015 | 0.7750855 | 0.7486089 | Polyneuropathies |
| NVS016 | 2.8807521 | 1.7751012 | Sleep wake disorders |
| NVS017 | 0.8857377 | 0.5359943 | Nerve and nerve root disorders |
| NVS018 | 1.1204662 | 1.3589314 | Myopathies |
| NVS019 | 1.0142030 | 0.6522165 | Nervous system pain and pain syndromes |
| NVS020 | 1.7772998 | 0.8639661 | Other specified nervous system disorders |
| NVS021 | 0.8567151 | 0.7004275 | Postprocedural or postoperative nervous system complication |
| NVS022 | 8.7983278 | 1.4486692 | Sequela of specified nervous system conditions |
| PNL002 | 1.2317659 | 0.4295473 | Short gestation; low birth weight; and fetal growth retardation |
| PNL003 | NA | NA | Neonatal acidemia and hypoxia |
| PNL004 | 4.2474686 | NA | Neonatal cerebral disorders |
| PNL005 | NA | NA | Respiratory distress syndrome |
| PNL006 | 2.0226041 | 0.7144762 | Respiratory perinatal condition |
| PNL007 | NA | NA | Hemolytic jaundice and perinatal jaundice |
| PNL008 | NA | NA | Birth trauma |
| PNL009 | NA | 1.5392111 | Perinatal infections |
| PNL010 | 9.1241918 | 6.5190115 | Newborn affected by maternal conditions or complications of labor/delivery |
| PNL011 | NA | NA | Hemorrhagic and hematologic disorders of newborn |
| PNL012 | NA | NA | Neonatal digestive and feeding disorders |
| PNL013 | 1.0804964 | 0.6716557 | Other specified and unspecified perinatal conditions |
| PNL014 | NA | 5.5411598 | Neonatal abstinence syndrome |
| PNL015 | 9.1618951 | 5.8839120 | Fetal alcohol syndrome |
| PRG001 | NA | NA | Antenatal screening |
| PRG002 | 0.0213837 | NA | Gestational weeks |
| PRG003 | NA | NA | Spontaneous abortion and complications of spontaneous abortion |
| PRG004 | NA | NA | Induced abortion and complications of termination of pregnancy |
| PRG005 | NA | NA | Ectopic pregnancy and complications of ectopic pregnancy |
| PRG006 | NA | NA | Molar pregnancy and other abnormal products of conception |
| PRG007 | NA | NA | Complications following ectopic and/or molar pregnancy |
| PRG008 | 0.0532224 | NA | Supervision of high-risk pregnancy |
| PRG009 | NA | NA | Early, first or unspecified trimester hemorrhage |
| PRG010 | 0.0270322 | NA | Hemorrhage after first trimester |
| PRG011 | 0.0206482 | NA | Early or threatened labor |
| PRG012 | NA | NA | Multiple gestation |
| PRG013 | 0.0480408 | NA | Maternal care related to fetal conditions |
| PRG014 | 0.0444922 | NA | Polyhydramnios and other problems of amniotic cavity |
| PRG015 | NA | NA | Obstetric history affecting care in pregnancy |
| PRG016 | NA | NA | Previous C-section |
| PRG017 | 0.0625579 | NA | Maternal care for abnormality of pelvic organs |
| PRG018 | 0.0278932 | NA | Maternal care related to disorders of the placenta and placental implantation |
| PRG019 | 0.0158856 | NA | Diabetes or abnormal glucose tolerance complicating pregnancy; childbirth; or the puerperium |
| PRG020 | 0.0350055 | NA | Hypertension and hypertensive-related conditions complicating pregnancy; childbirth; and the puerperium |
| PRG021 | 0.0592480 | NA | Maternal intrauterine infection |
| PRG022 | 0.0163360 | NA | Prolonged pregnancy |
| PRG023 | 0.0341642 | NA | Complications specified during childbirth |
| PRG024 | 0.0362579 | NA | Malposition, disproportion or other labor complications |
| PRG025 | NA | NA | Anesthesia complications during pregnancy |
| PRG026 | 0.0217765 | NA | OB-related trauma to perineum and vulva |
| PRG027 | 0.0295185 | NA | Complications specified during the puerperium |
| PRG028 | 0.0625449 | NA | Other specified complications in pregnancy |
| PRG029 | 0.0130849 | NA | Uncomplicated pregnancy, delivery or puerperium |
| PRG030 | 0.0216750 | NA | Maternal outcome of delivery |
| RSP001 | 1.3562765 | 0.8790073 | Sinusitis |
| RSP002 | 0.9190126 | 0.5646829 | Pneumonia (except that caused by tuberculosis) |
| RSP003 | 1.0564770 | 0.7830764 | Influenza |
| RSP004 | 0.9612812 | 0.5732669 | Acute and chronic tonsillitis |
| RSP005 | 0.3475411 | 0.1616455 | Acute bronchitis |
| RSP006 | 0.9528400 | 0.6079016 | Other specified upper respiratory infections |
| RSP007 | 1.5633200 | 1.0484609 | Other specified and unspecified upper respiratory disease |
| RSP008 | 0.4905657 | 0.6184730 | Chronic obstructive pulmonary disease and bronchiectasis |
| RSP009 | 1.1292055 | 0.8963724 | Asthma |
| RSP010 | 1.8881083 | 1.1463493 | Aspiration pneumonitis |
| RSP011 | 1.0229703 | 0.7242085 | Pleurisy, pleural effusion and pulmonary collapse |
| RSP012 | 0.6912929 | 0.4032740 | Respiratory failure; insufficiency; arrest |
| RSP013 | 0.4352530 | 0.8678925 | Lung disease due to external agents |
| RSP014 | 0.7188024 | 0.3349053 | Pneumothorax |
| RSP015 | 0.7845643 | 0.3420469 | Mediastinal disorders |
| RSP016 | 0.9101078 | 0.5879595 | Other specified and unspecified lower respiratory disease |
| RSP017 | 0.6575994 | 0.6110617 | Postprocedural or postoperative respiratory system complication |
| SKN001 | 0.9372246 | 0.6133686 | Skin and subcutaneous tissue infections |
| SKN002 | 1.3149286 | 1.0671960 | Other specified inflammatory condition of skin |
| SKN003 | 3.2323754 | 0.7242339 | Pressure ulcer of skin |
| SKN004 | 2.3753061 | 0.9648786 | Non-pressure ulcer of skin |
| SKN005 | 1.7296034 | 0.6264029 | Contact dermatitis |
| SKN006 | 1.8061084 | 0.4969650 | Postprocedural or postoperative skin complication |
| SKN007 | 1.3222920 | 1.0194357 | Other specified and unspecified skin disorders |
| SYM001 | 1.4028598 | 0.8627799 | Syncope |
| SYM002 | 0.9297585 | 0.5850820 | Fever |
| SYM003 | 0.8879370 | 0.7424209 | Shock |
| SYM004 | 1.1796145 | 0.8459603 | Nausea and vomiting |
| SYM005 | 1.9125758 | 1.0226462 | Dysphagia |
| SYM006 | 1.0616543 | 0.8401602 | Abdominal pain and other digestive/abdomen signs and symptoms |
| SYM007 | 1.1497310 | 1.0758063 | Malaise and fatigue |
| SYM008 | 5.8558105 | 3.0361445 | Symptoms of mental and substance use conditions |
| SYM009 | NA | 0.8658062 | Abnormal findings related to substance use |
| SYM010 | 2.1434217 | 1.3367899 | Nervous system signs and symptoms |
| SYM011 | 1.3346301 | 1.0076154 | Genitourinary signs and symptoms |
| SYM012 | 0.9072769 | 0.7543325 | Circulatory signs and symptoms |
| SYM013 | 0.8961395 | 0.5382760 | Respiratory signs and symptoms |
| SYM014 | 1.2281220 | 0.7982097 | Skin/Subcutaneous signs and symptoms |
| SYM015 | 2.0514566 | 1.4833131 | General sensation/perception signs and symptoms |
| SYM016 | 3.7394210 | 2.0009279 | Other general signs and symptoms |
| SYM017 | 1.4219796 | 0.8116032 | Abnormal findings without diagnosis |
For the following plot, if there is no column for one category, that means its SMR is < 1. If only one color appears for one category, that means the disappeared color has SMR < 1.
## Warning: Missing column names filled in: 'X1' [1]
## Parsed with column specification:
## cols(
## X1 = col_double(),
## DXCCSR_cat = col_character(),
## age = col_character(),
## sex = col_character(),
## sex_count = col_double()
## )
## Warning: Missing column names filled in: 'X1' [1]
## Parsed with column specification:
## cols(
## X1 = col_double(),
## AGE = col_character(),
## FEMALE = col_double(),
## count = col_double()
## )
## Joining, by = c("DXCCSR_cat", "age", "sex")Joining, by = c("age",
## "sex")Joining, by = c("DXCCSR_cat", "age", "sex")Joining, by = c("age",
## "sex")
| DXCCSR_cat | sex | description | 1~4 | 10~14 | 15~20 | 5~9 |
|---|---|---|---|---|---|---|
| BLD | female | Diseases of the Blood and Blood Forming Organs and Certain Disorders Involving the Immune Mechanism | 0.5937796 | 0.6886253 | 0.6907757 | 0.6910343 |
| BLD | male | Diseases of the Blood and Blood Forming Organs and Certain Disorders Involving the Immune Mechanism | 0.8128751 | 0.6287075 | 0.6706230 | 0.6891334 |
| CIR | female | Diseases of the Circulatory System | 0.6097734 | 0.8886119 | 1.0639955 | 0.9273175 |
| CIR | male | Diseases of the Circulatory System | 0.8192671 | 0.7636474 | 0.8123527 | 0.8464307 |
| DIG | female | Diseases of the Digestive System | 1.3191344 | 1.0361758 | 1.8503227 | 1.1893362 |
| DIG | male | Diseases of the Digestive System | 1.2371218 | 0.9115717 | 1.0228763 | 1.0702951 |
| EAR | female | Diseases of the Ear and Mastoid Process | 0.9596886 | 1.2363523 | 4.1701682 | 1.1808484 |
| EAR | male | Diseases of the Ear and Mastoid Process | 0.7537943 | 1.3830933 | 1.9580940 | 1.0620141 |
| END | female | Endocrine, Nutritional and Metabolic Diseases | 1.0489707 | 1.0769179 | 1.7544111 | 1.0935247 |
| END | male | Endocrine, Nutritional and Metabolic Diseases | 1.0682097 | 0.9665799 | 1.0320749 | 1.0785371 |
| EXT | female | External Causes of Morbidity | 0.8869240 | 0.5604315 | 1.4879087 | 2.0309036 |
| EXT | male | External Causes of Morbidity | 1.1768615 | 1.4743462 | 0.8103475 | 2.6691885 |
| EYE | female | Diseases of the Eye and Adnexa | 1.3653230 | 1.3811990 | 3.2045616 | 1.2106762 |
| EYE | male | Diseases of the Eye and Adnexa | 0.9881767 | 0.9314305 | 1.3124478 | 1.0131545 |
| FAC | female | Factors Influencing Health Status and Contact with Health Services | 1.0056462 | 1.0510025 | 1.1570027 | 1.1136822 |
| FAC | male | Factors Influencing Health Status and Contact with Health Services | 0.9766627 | 1.0752755 | 1.0590714 | 1.0944937 |
| GEN | female | Diseases of the Genitourinary System | 0.6753917 | 0.9584197 | 1.2309384 | 0.9492611 |
| GEN | male | Diseases of the Genitourinary System | 0.9095854 | 1.0088515 | 0.7653565 | 0.9793860 |
| INF | female | Certain Infectious and Parasitic Diseases | 0.6616896 | 0.8370281 | 1.1041717 | 0.7235154 |
| INF | male | Certain Infectious and Parasitic Diseases | 0.7129730 | 0.6966210 | 0.7438715 | 0.7581734 |
| INJ | female | Injury, Poisoning and Certain Other Consequences of External Causes | 0.9059756 | 0.7636469 | 1.6133395 | 0.9125684 |
| INJ | male | Injury, Poisoning and Certain Other Consequences of External Causes | 1.0786123 | 0.7327644 | 0.6497636 | 0.8815053 |
| MAL | female | Congenital Malformations, Deformations and Chromosomal Abnormalities | 1.1733109 | 1.9894089 | 4.7099231 | 1.8271525 |
| MAL | male | Congenital Malformations, Deformations and Chromosomal Abnormalities | 1.0149646 | 1.3542562 | 1.8799830 | 1.3149485 |
| MBD | female | Mental, Behavioral and Neurodevelopmental Disorders | 0.8264110 | 1.2500334 | 2.0976453 | 1.2875437 |
| MBD | male | Mental, Behavioral and Neurodevelopmental Disorders | 0.6352834 | 1.4270930 | 1.2656538 | 1.1698395 |
| MUS | female | Diseases of the Musculoskeletal System and Connective Tissue | 0.9173592 | 0.8769441 | 1.6828941 | 0.8048110 |
| MUS | male | Diseases of the Musculoskeletal System and Connective Tissue | 1.0228297 | 0.6423514 | 0.7102504 | 0.6971511 |
| NEO | female | Neoplasms | 0.5076618 | 0.4189215 | 0.9309491 | 0.4339273 |
| NEO | male | Neoplasms | 0.5441122 | 0.4333602 | 0.5625671 | 0.4903678 |
| NVS | female | Diseases of the Nervous System | 2.3731155 | 1.7660485 | 3.4942799 | 2.1271475 |
| NVS | male | Diseases of the Nervous System | 1.9277527 | 1.5491918 | 1.6487577 | 1.6601907 |
| PNL | female | Certain Conditions Originating in the Perinatal Period | 1.1848756 | 5.2476876 | 10.5227917 | 2.5828356 |
| PNL | male | Certain Conditions Originating in the Perinatal Period | 0.8508306 | 2.4462539 | 6.3852925 | 2.4944437 |
| PRG | female | Pregnancy, Childbirth and the Puerperium | NA | NA | 0.0442279 | NA |
| RSP | female | Diseases of the Respiratory System | 0.6641358 | 0.9000428 | 1.6637475 | 0.7717438 |
| RSP | male | Diseases of the Respiratory System | 0.7866791 | 0.8441867 | 0.8783602 | 0.8032777 |
| SKN | female | Diseases of the Skin and Subcutaneous Tissue | 0.6791330 | 0.9359412 | 2.0293484 | 0.8535714 |
| SKN | male | Diseases of the Skin and Subcutaneous Tissue | 0.9279156 | 0.7469215 | 1.0406732 | 0.8086163 |
| SYM | female | Symptoms, Signs and Abnormal Clinical and Laboratory Findings, Not Elsewhere Classified | 1.1645131 | 1.2609638 | 2.1967053 | 1.2396683 |
| SYM | male | Symptoms, Signs and Abnormal Clinical and Laboratory Findings, Not Elsewhere Classified | 1.1180053 | 1.1196056 | 1.1470965 | 1.1492624 |
I firstly show all of the data in plots. The red color indicates female while the blue color indicates males. It is in a mess but does not matter beacuse later we will structurally illustrate our findings in a more clear table.
## Warning: Missing column names filled in: 'X1' [1]
## Parsed with column specification:
## cols(
## X1 = col_double(),
## DXCCSR_sub = col_character(),
## age = col_character(),
## sex = col_character(),
## sex_count = col_double()
## )
## Warning: Missing column names filled in: 'X1' [1]
## Parsed with column specification:
## cols(
## X1 = col_double(),
## AGE = col_character(),
## FEMALE = col_double(),
## count = col_double()
## )
## Joining, by = c("age", "sex")Joining, by = c("DXCCSR", "age",
## "sex")Joining, by = c("age", "sex")Joining, by = c("DXCCSR", "age", "sex")